{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一、前期工作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "本文将采用`ResNet-50`实现鸟类图片的识别分类"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "🔥本文 GitHub [https://github.com/kzbkzb/Python-AI](https://github.com/kzbkzb/Python-AI) 已收录\n",
    "\n",
    "- 作者：[K同学啊](https://mp.weixin.qq.com/s/NES9RhtAhbX_jsmGua28dA)\n",
    "- 来自专栏：《深度学习100例》-Tensorflow2版本\n",
    "- 数据链接：https://pan.baidu.com/s/1LfiEQ43HhSsm7qU3KOM0Bg （提取码：0mhm）\n",
    "\n",
    "我的环境：\n",
    "\n",
    "- 语言环境：Python3.6.5\n",
    "- 编译器：jupyter notebook\n",
    "- 深度学习环境：TensorFlow2.4.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 设置GPU"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果使用的是CPU可以注释掉这部分的代码。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "\n",
    "gpus = tf.config.list_physical_devices(\"GPU\")\n",
    "\n",
    "if gpus:\n",
    "    tf.config.experimental.set_memory_growth(gpus[0], True)  #设置GPU显存用量按需使用\n",
    "    tf.config.set_visible_devices([gpus[0]],\"GPU\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# 支持中文\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "\n",
    "import os,PIL\n",
    "\n",
    "# 设置随机种子尽可能使结果可以重现\n",
    "import numpy as np\n",
    "np.random.seed(1)\n",
    "\n",
    "# 设置随机种子尽可能使结果可以重现\n",
    "import tensorflow as tf\n",
    "tf.random.set_seed(1)\n",
    "\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers,models\n",
    "\n",
    "import pathlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = \"D:/jupyter notebook/DL-100-days/datasets/bird_photos\"\n",
    "\n",
    "data_dir = pathlib.Path(data_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 查看数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "图片总数为： 565\n"
     ]
    }
   ],
   "source": [
    "image_count = len(list(data_dir.glob('*/*')))\n",
    "\n",
    "print(\"图片总数为：\",image_count)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 二、数据预处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "|文件夹|数量|\n",
    "|:--:|:--:|\n",
    "|Bananaquit|\t166 张\n",
    "|Black Throated Bushtiti|\t111 张\n",
    "|Black skimmer|\t\t122 张\n",
    "|Cockatoo|\t166张"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 加载数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用`image_dataset_from_directory`方法将磁盘中的数据加载到`tf.data.Dataset`中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_size = 8\n",
    "img_height = 224\n",
    "img_width = 224"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TensorFlow版本是2.2.0的同学可能会遇到`module 'tensorflow.keras.preprocessing' has no attribute 'image_dataset_from_directory'`的报错，升级一下TensorFlow就OK了。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 565 files belonging to 4 classes.\n",
      "Using 452 files for training.\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "关于image_dataset_from_directory()的详细介绍可以参考文章：https://mtyjkh.blog.csdn.net/article/details/117018789\n",
    "\"\"\"\n",
    "train_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "    data_dir,\n",
    "    validation_split=0.2,\n",
    "    subset=\"training\",\n",
    "    seed=123,\n",
    "    image_size=(img_height, img_width),\n",
    "    batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 565 files belonging to 4 classes.\n",
      "Using 113 files for validation.\n"
     ]
    }
   ],
   "source": [
    "\"\"\"\n",
    "关于image_dataset_from_directory()的详细介绍可以参考文章：https://mtyjkh.blog.csdn.net/article/details/117018789\n",
    "\"\"\"\n",
    "val_ds = tf.keras.preprocessing.image_dataset_from_directory(\n",
    "    data_dir,\n",
    "    validation_split=0.2,\n",
    "    subset=\"validation\",\n",
    "    seed=123,\n",
    "    image_size=(img_height, img_width),\n",
    "    batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以通过class_names输出数据集的标签。标签将按字母顺序对应于目录名称。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Bananaquit', 'Black Skimmer', 'Black Throated Bushtiti', 'Cockatoo']\n"
     ]
    }
   ],
   "source": [
    "class_names = train_ds.class_names\n",
    "print(class_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 可视化数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5))  # 图形的宽为10高为5\n",
    "plt.suptitle(\"微信公众号：K同学啊\")\n",
    "\n",
    "for images, labels in train_ds.take(1):\n",
    "    for i in range(8):\n",
    "        \n",
    "        ax = plt.subplot(2, 4, i + 1)  \n",
    "\n",
    "        plt.imshow(images[i].numpy().astype(\"uint8\"))\n",
    "        plt.title(class_names[labels[i]])\n",
    "        \n",
    "        plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x22ada370d90>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(images[1].numpy().astype(\"uint8\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 3. 再次检查数据 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8, 224, 224, 3)\n",
      "(8,)\n"
     ]
    }
   ],
   "source": [
    "for image_batch, labels_batch in train_ds:\n",
    "    print(image_batch.shape)\n",
    "    print(labels_batch.shape)\n",
    "    break"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- `Image_batch`是形状的张量（8, 224, 224, 3)。这是一批形状240x240x3的8张图片（最后一维指的是彩色通道RGB）。 \n",
    "- `Label_batch`是形状（8，）的张量，这些标签对应8张图片"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 配置数据集"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- **shuffle()** ： 打乱数据，关于此函数的详细介绍可以参考：https://zhuanlan.zhihu.com/p/42417456\n",
    "- **prefetch()** ：预取数据，加速运行，其详细介绍可以参考我前两篇文章，里面都有讲解。\n",
    "- **cache()** ：将数据集缓存到内存当中，加速运行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "AUTOTUNE = tf.data.AUTOTUNE\n",
    "\n",
    "train_ds = train_ds.cache().shuffle(1000).prefetch(buffer_size=AUTOTUNE)\n",
    "val_ds = val_ds.cache().prefetch(buffer_size=AUTOTUNE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 三、残差网络（ResNet）介绍"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 残差网络解决了什么"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "残差网络是为了解决神经网络隐藏层过多时，而引起的网络退化问题。退化（degradation）问题是指：当网络隐藏层变多时，网络的准确度达到饱和然后急剧退化，而且这个退化不是由于过拟合引起的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**拓展：** 深度神经网络的“两朵乌云”"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 梯度弥散/爆炸\n",
    "\n",
    "简单来讲就是网络太深了，会导致模型训练难以收敛。这个问题可以被标准初始化和中间层正规化的方法有效控制。（现阶段知道这么一回事就好了）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 网络退化\n",
    "\n",
    "随着网络深度增加，网络的表现先是逐渐增加至饱和，然后迅速下降，这个退化不是由于过拟合引起的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. ResNet-50介绍"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ResNet-50有两个基本的块，分别名为`Conv Block`和`Identity Block`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Conv Block结构：**"
   ]
  },
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Identity Block结构：**"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**ResNet-50总体结构：**"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 四、构建ResNet-50网络模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "下面是本文的重点，可以试着按照上面三张图自己构建一下ResNet-50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"resnet50\"\n",
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            [(None, 224, 224, 3) 0                                            \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d (ZeroPadding2D)  (None, 230, 230, 3)  0           input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv1 (Conv2D)                  (None, 112, 112, 64) 9472        zero_padding2d[0][0]             \n",
      "__________________________________________________________________________________________________\n",
      "bn_conv1 (BatchNormalization)   (None, 112, 112, 64) 256         conv1[0][0]                      \n",
      "__________________________________________________________________________________________________\n",
      "activation (Activation)         (None, 112, 112, 64) 0           bn_conv1[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D)    (None, 55, 55, 64)   0           activation[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "2a_conv_block_conv1 (Conv2D)    (None, 55, 55, 64)   4160        max_pooling2d[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "2a_conv_block_bn1 (BatchNormali (None, 55, 55, 64)   256         2a_conv_block_conv1[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "2a_conv_block_relu1 (Activation (None, 55, 55, 64)   0           2a_conv_block_bn1[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "2a_conv_block_conv2 (Conv2D)    (None, 55, 55, 64)   36928       2a_conv_block_relu1[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "2a_conv_block_bn2 (BatchNormali (None, 55, 55, 64)   256         2a_conv_block_conv2[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "2a_conv_block_relu2 (Activation (None, 55, 55, 64)   0           2a_conv_block_bn2[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "2a_conv_block_conv3 (Conv2D)    (None, 55, 55, 256)  16640       2a_conv_block_relu2[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "2a_conv_block_res_conv (Conv2D) (None, 55, 55, 256)  16640       max_pooling2d[0][0]              \n",
      "__________________________________________________________________________________________________\n",
      "2a_conv_block_bn3 (BatchNormali (None, 55, 55, 256)  1024        2a_conv_block_conv3[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "2a_conv_block_res_bn (BatchNorm (None, 55, 55, 256)  1024        2a_conv_block_res_conv[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "2a_conv_block_add (Add)         (None, 55, 55, 256)  0           2a_conv_block_bn3[0][0]          \n",
      "                                                                 2a_conv_block_res_bn[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "2a_conv_block_relu4 (Activation (None, 55, 55, 256)  0           2a_conv_block_add[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "2b_identity_block_conv1 (Conv2D (None, 55, 55, 64)   16448       2a_conv_block_relu4[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "2b_identity_block_bn1 (BatchNor (None, 55, 55, 64)   256         2b_identity_block_conv1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "2b_identity_block_relu1 (Activa (None, 55, 55, 64)   0           2b_identity_block_bn1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "2b_identity_block_conv2 (Conv2D (None, 55, 55, 64)   36928       2b_identity_block_relu1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "2b_identity_block_bn2 (BatchNor (None, 55, 55, 64)   256         2b_identity_block_conv2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "2b_identity_block_relu2 (Activa (None, 55, 55, 64)   0           2b_identity_block_bn2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "2b_identity_block_conv3 (Conv2D (None, 55, 55, 256)  16640       2b_identity_block_relu2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "2b_identity_block_bn3 (BatchNor (None, 55, 55, 256)  1024        2b_identity_block_conv3[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "2b_identity_block_add (Add)     (None, 55, 55, 256)  0           2b_identity_block_bn3[0][0]      \n",
      "                                                                 2a_conv_block_relu4[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "2b_identity_block_relu4 (Activa (None, 55, 55, 256)  0           2b_identity_block_add[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "2c_identity_block_conv1 (Conv2D (None, 55, 55, 64)   16448       2b_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "2c_identity_block_bn1 (BatchNor (None, 55, 55, 64)   256         2c_identity_block_conv1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "2c_identity_block_relu1 (Activa (None, 55, 55, 64)   0           2c_identity_block_bn1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "2c_identity_block_conv2 (Conv2D (None, 55, 55, 64)   36928       2c_identity_block_relu1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "2c_identity_block_bn2 (BatchNor (None, 55, 55, 64)   256         2c_identity_block_conv2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "2c_identity_block_relu2 (Activa (None, 55, 55, 64)   0           2c_identity_block_bn2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "2c_identity_block_conv3 (Conv2D (None, 55, 55, 256)  16640       2c_identity_block_relu2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "2c_identity_block_bn3 (BatchNor (None, 55, 55, 256)  1024        2c_identity_block_conv3[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "2c_identity_block_add (Add)     (None, 55, 55, 256)  0           2c_identity_block_bn3[0][0]      \n",
      "                                                                 2b_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "2c_identity_block_relu4 (Activa (None, 55, 55, 256)  0           2c_identity_block_add[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "3a_conv_block_conv1 (Conv2D)    (None, 28, 28, 128)  32896       2c_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3a_conv_block_bn1 (BatchNormali (None, 28, 28, 128)  512         3a_conv_block_conv1[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "3a_conv_block_relu1 (Activation (None, 28, 28, 128)  0           3a_conv_block_bn1[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "3a_conv_block_conv2 (Conv2D)    (None, 28, 28, 128)  147584      3a_conv_block_relu1[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "3a_conv_block_bn2 (BatchNormali (None, 28, 28, 128)  512         3a_conv_block_conv2[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "3a_conv_block_relu2 (Activation (None, 28, 28, 128)  0           3a_conv_block_bn2[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "3a_conv_block_conv3 (Conv2D)    (None, 28, 28, 512)  66048       3a_conv_block_relu2[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "3a_conv_block_res_conv (Conv2D) (None, 28, 28, 512)  131584      2c_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3a_conv_block_bn3 (BatchNormali (None, 28, 28, 512)  2048        3a_conv_block_conv3[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "3a_conv_block_res_bn (BatchNorm (None, 28, 28, 512)  2048        3a_conv_block_res_conv[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "3a_conv_block_add (Add)         (None, 28, 28, 512)  0           3a_conv_block_bn3[0][0]          \n",
      "                                                                 3a_conv_block_res_bn[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "3a_conv_block_relu4 (Activation (None, 28, 28, 512)  0           3a_conv_block_add[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "3b_identity_block_conv1 (Conv2D (None, 28, 28, 128)  65664       3a_conv_block_relu4[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "3b_identity_block_bn1 (BatchNor (None, 28, 28, 128)  512         3b_identity_block_conv1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3b_identity_block_relu1 (Activa (None, 28, 28, 128)  0           3b_identity_block_bn1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "3b_identity_block_conv2 (Conv2D (None, 28, 28, 128)  147584      3b_identity_block_relu1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3b_identity_block_bn2 (BatchNor (None, 28, 28, 128)  512         3b_identity_block_conv2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3b_identity_block_relu2 (Activa (None, 28, 28, 128)  0           3b_identity_block_bn2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "3b_identity_block_conv3 (Conv2D (None, 28, 28, 512)  66048       3b_identity_block_relu2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3b_identity_block_bn3 (BatchNor (None, 28, 28, 512)  2048        3b_identity_block_conv3[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3b_identity_block_add (Add)     (None, 28, 28, 512)  0           3b_identity_block_bn3[0][0]      \n",
      "                                                                 3a_conv_block_relu4[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "3b_identity_block_relu4 (Activa (None, 28, 28, 512)  0           3b_identity_block_add[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "3c_identity_block_conv1 (Conv2D (None, 28, 28, 128)  65664       3b_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3c_identity_block_bn1 (BatchNor (None, 28, 28, 128)  512         3c_identity_block_conv1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3c_identity_block_relu1 (Activa (None, 28, 28, 128)  0           3c_identity_block_bn1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "3c_identity_block_conv2 (Conv2D (None, 28, 28, 128)  147584      3c_identity_block_relu1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3c_identity_block_bn2 (BatchNor (None, 28, 28, 128)  512         3c_identity_block_conv2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3c_identity_block_relu2 (Activa (None, 28, 28, 128)  0           3c_identity_block_bn2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "3c_identity_block_conv3 (Conv2D (None, 28, 28, 512)  66048       3c_identity_block_relu2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3c_identity_block_bn3 (BatchNor (None, 28, 28, 512)  2048        3c_identity_block_conv3[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3c_identity_block_add (Add)     (None, 28, 28, 512)  0           3c_identity_block_bn3[0][0]      \n",
      "                                                                 3b_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3c_identity_block_relu4 (Activa (None, 28, 28, 512)  0           3c_identity_block_add[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "3d_identity_block_conv1 (Conv2D (None, 28, 28, 128)  65664       3c_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3d_identity_block_bn1 (BatchNor (None, 28, 28, 128)  512         3d_identity_block_conv1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3d_identity_block_relu1 (Activa (None, 28, 28, 128)  0           3d_identity_block_bn1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "3d_identity_block_conv2 (Conv2D (None, 28, 28, 128)  147584      3d_identity_block_relu1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3d_identity_block_bn2 (BatchNor (None, 28, 28, 128)  512         3d_identity_block_conv2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3d_identity_block_relu2 (Activa (None, 28, 28, 128)  0           3d_identity_block_bn2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "3d_identity_block_conv3 (Conv2D (None, 28, 28, 512)  66048       3d_identity_block_relu2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3d_identity_block_bn3 (BatchNor (None, 28, 28, 512)  2048        3d_identity_block_conv3[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3d_identity_block_add (Add)     (None, 28, 28, 512)  0           3d_identity_block_bn3[0][0]      \n",
      "                                                                 3c_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "3d_identity_block_relu4 (Activa (None, 28, 28, 512)  0           3d_identity_block_add[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4a_conv_block_conv1 (Conv2D)    (None, 14, 14, 256)  131328      3d_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4a_conv_block_bn1 (BatchNormali (None, 14, 14, 256)  1024        4a_conv_block_conv1[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "4a_conv_block_relu1 (Activation (None, 14, 14, 256)  0           4a_conv_block_bn1[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "4a_conv_block_conv2 (Conv2D)    (None, 14, 14, 256)  590080      4a_conv_block_relu1[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "4a_conv_block_bn2 (BatchNormali (None, 14, 14, 256)  1024        4a_conv_block_conv2[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "4a_conv_block_relu2 (Activation (None, 14, 14, 256)  0           4a_conv_block_bn2[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "4a_conv_block_conv3 (Conv2D)    (None, 14, 14, 1024) 263168      4a_conv_block_relu2[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "4a_conv_block_res_conv (Conv2D) (None, 14, 14, 1024) 525312      3d_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4a_conv_block_bn3 (BatchNormali (None, 14, 14, 1024) 4096        4a_conv_block_conv3[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "4a_conv_block_res_bn (BatchNorm (None, 14, 14, 1024) 4096        4a_conv_block_res_conv[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "4a_conv_block_add (Add)         (None, 14, 14, 1024) 0           4a_conv_block_bn3[0][0]          \n",
      "                                                                 4a_conv_block_res_bn[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "4a_conv_block_relu4 (Activation (None, 14, 14, 1024) 0           4a_conv_block_add[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "4b_identity_block_conv1 (Conv2D (None, 14, 14, 256)  262400      4a_conv_block_relu4[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "4b_identity_block_bn1 (BatchNor (None, 14, 14, 256)  1024        4b_identity_block_conv1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4b_identity_block_relu1 (Activa (None, 14, 14, 256)  0           4b_identity_block_bn1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4b_identity_block_conv2 (Conv2D (None, 14, 14, 256)  590080      4b_identity_block_relu1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4b_identity_block_bn2 (BatchNor (None, 14, 14, 256)  1024        4b_identity_block_conv2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4b_identity_block_relu2 (Activa (None, 14, 14, 256)  0           4b_identity_block_bn2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4b_identity_block_conv3 (Conv2D (None, 14, 14, 1024) 263168      4b_identity_block_relu2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4b_identity_block_bn3 (BatchNor (None, 14, 14, 1024) 4096        4b_identity_block_conv3[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4b_identity_block_add (Add)     (None, 14, 14, 1024) 0           4b_identity_block_bn3[0][0]      \n",
      "                                                                 4a_conv_block_relu4[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "4b_identity_block_relu4 (Activa (None, 14, 14, 1024) 0           4b_identity_block_add[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4c_identity_block_conv1 (Conv2D (None, 14, 14, 256)  262400      4b_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4c_identity_block_bn1 (BatchNor (None, 14, 14, 256)  1024        4c_identity_block_conv1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4c_identity_block_relu1 (Activa (None, 14, 14, 256)  0           4c_identity_block_bn1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4c_identity_block_conv2 (Conv2D (None, 14, 14, 256)  590080      4c_identity_block_relu1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4c_identity_block_bn2 (BatchNor (None, 14, 14, 256)  1024        4c_identity_block_conv2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4c_identity_block_relu2 (Activa (None, 14, 14, 256)  0           4c_identity_block_bn2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4c_identity_block_conv3 (Conv2D (None, 14, 14, 1024) 263168      4c_identity_block_relu2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4c_identity_block_bn3 (BatchNor (None, 14, 14, 1024) 4096        4c_identity_block_conv3[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4c_identity_block_add (Add)     (None, 14, 14, 1024) 0           4c_identity_block_bn3[0][0]      \n",
      "                                                                 4b_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4c_identity_block_relu4 (Activa (None, 14, 14, 1024) 0           4c_identity_block_add[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4d_identity_block_conv1 (Conv2D (None, 14, 14, 256)  262400      4c_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4d_identity_block_bn1 (BatchNor (None, 14, 14, 256)  1024        4d_identity_block_conv1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4d_identity_block_relu1 (Activa (None, 14, 14, 256)  0           4d_identity_block_bn1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4d_identity_block_conv2 (Conv2D (None, 14, 14, 256)  590080      4d_identity_block_relu1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4d_identity_block_bn2 (BatchNor (None, 14, 14, 256)  1024        4d_identity_block_conv2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4d_identity_block_relu2 (Activa (None, 14, 14, 256)  0           4d_identity_block_bn2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4d_identity_block_conv3 (Conv2D (None, 14, 14, 1024) 263168      4d_identity_block_relu2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4d_identity_block_bn3 (BatchNor (None, 14, 14, 1024) 4096        4d_identity_block_conv3[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4d_identity_block_add (Add)     (None, 14, 14, 1024) 0           4d_identity_block_bn3[0][0]      \n",
      "                                                                 4c_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4d_identity_block_relu4 (Activa (None, 14, 14, 1024) 0           4d_identity_block_add[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4e_identity_block_conv1 (Conv2D (None, 14, 14, 256)  262400      4d_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4e_identity_block_bn1 (BatchNor (None, 14, 14, 256)  1024        4e_identity_block_conv1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4e_identity_block_relu1 (Activa (None, 14, 14, 256)  0           4e_identity_block_bn1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4e_identity_block_conv2 (Conv2D (None, 14, 14, 256)  590080      4e_identity_block_relu1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4e_identity_block_bn2 (BatchNor (None, 14, 14, 256)  1024        4e_identity_block_conv2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4e_identity_block_relu2 (Activa (None, 14, 14, 256)  0           4e_identity_block_bn2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4e_identity_block_conv3 (Conv2D (None, 14, 14, 1024) 263168      4e_identity_block_relu2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4e_identity_block_bn3 (BatchNor (None, 14, 14, 1024) 4096        4e_identity_block_conv3[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4e_identity_block_add (Add)     (None, 14, 14, 1024) 0           4e_identity_block_bn3[0][0]      \n",
      "                                                                 4d_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4e_identity_block_relu4 (Activa (None, 14, 14, 1024) 0           4e_identity_block_add[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4f_identity_block_conv1 (Conv2D (None, 14, 14, 256)  262400      4e_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4f_identity_block_bn1 (BatchNor (None, 14, 14, 256)  1024        4f_identity_block_conv1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4f_identity_block_relu1 (Activa (None, 14, 14, 256)  0           4f_identity_block_bn1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4f_identity_block_conv2 (Conv2D (None, 14, 14, 256)  590080      4f_identity_block_relu1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4f_identity_block_bn2 (BatchNor (None, 14, 14, 256)  1024        4f_identity_block_conv2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4f_identity_block_relu2 (Activa (None, 14, 14, 256)  0           4f_identity_block_bn2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "4f_identity_block_conv3 (Conv2D (None, 14, 14, 1024) 263168      4f_identity_block_relu2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4f_identity_block_bn3 (BatchNor (None, 14, 14, 1024) 4096        4f_identity_block_conv3[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4f_identity_block_add (Add)     (None, 14, 14, 1024) 0           4f_identity_block_bn3[0][0]      \n",
      "                                                                 4e_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "4f_identity_block_relu4 (Activa (None, 14, 14, 1024) 0           4f_identity_block_add[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "5a_conv_block_conv1 (Conv2D)    (None, 7, 7, 512)    524800      4f_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5a_conv_block_bn1 (BatchNormali (None, 7, 7, 512)    2048        5a_conv_block_conv1[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "5a_conv_block_relu1 (Activation (None, 7, 7, 512)    0           5a_conv_block_bn1[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "5a_conv_block_conv2 (Conv2D)    (None, 7, 7, 512)    2359808     5a_conv_block_relu1[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "5a_conv_block_bn2 (BatchNormali (None, 7, 7, 512)    2048        5a_conv_block_conv2[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "5a_conv_block_relu2 (Activation (None, 7, 7, 512)    0           5a_conv_block_bn2[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "5a_conv_block_conv3 (Conv2D)    (None, 7, 7, 2048)   1050624     5a_conv_block_relu2[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "5a_conv_block_res_conv (Conv2D) (None, 7, 7, 2048)   2099200     4f_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5a_conv_block_bn3 (BatchNormali (None, 7, 7, 2048)   8192        5a_conv_block_conv3[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "5a_conv_block_res_bn (BatchNorm (None, 7, 7, 2048)   8192        5a_conv_block_res_conv[0][0]     \n",
      "__________________________________________________________________________________________________\n",
      "5a_conv_block_add (Add)         (None, 7, 7, 2048)   0           5a_conv_block_bn3[0][0]          \n",
      "                                                                 5a_conv_block_res_bn[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "5a_conv_block_relu4 (Activation (None, 7, 7, 2048)   0           5a_conv_block_add[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "5b_identity_block_conv1 (Conv2D (None, 7, 7, 512)    1049088     5a_conv_block_relu4[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "5b_identity_block_bn1 (BatchNor (None, 7, 7, 512)    2048        5b_identity_block_conv1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5b_identity_block_relu1 (Activa (None, 7, 7, 512)    0           5b_identity_block_bn1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "5b_identity_block_conv2 (Conv2D (None, 7, 7, 512)    2359808     5b_identity_block_relu1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5b_identity_block_bn2 (BatchNor (None, 7, 7, 512)    2048        5b_identity_block_conv2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5b_identity_block_relu2 (Activa (None, 7, 7, 512)    0           5b_identity_block_bn2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "5b_identity_block_conv3 (Conv2D (None, 7, 7, 2048)   1050624     5b_identity_block_relu2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5b_identity_block_bn3 (BatchNor (None, 7, 7, 2048)   8192        5b_identity_block_conv3[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5b_identity_block_add (Add)     (None, 7, 7, 2048)   0           5b_identity_block_bn3[0][0]      \n",
      "                                                                 5a_conv_block_relu4[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "5b_identity_block_relu4 (Activa (None, 7, 7, 2048)   0           5b_identity_block_add[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "5c_identity_block_conv1 (Conv2D (None, 7, 7, 512)    1049088     5b_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5c_identity_block_bn1 (BatchNor (None, 7, 7, 512)    2048        5c_identity_block_conv1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5c_identity_block_relu1 (Activa (None, 7, 7, 512)    0           5c_identity_block_bn1[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "5c_identity_block_conv2 (Conv2D (None, 7, 7, 512)    2359808     5c_identity_block_relu1[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5c_identity_block_bn2 (BatchNor (None, 7, 7, 512)    2048        5c_identity_block_conv2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5c_identity_block_relu2 (Activa (None, 7, 7, 512)    0           5c_identity_block_bn2[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "5c_identity_block_conv3 (Conv2D (None, 7, 7, 2048)   1050624     5c_identity_block_relu2[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5c_identity_block_bn3 (BatchNor (None, 7, 7, 2048)   8192        5c_identity_block_conv3[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5c_identity_block_add (Add)     (None, 7, 7, 2048)   0           5c_identity_block_bn3[0][0]      \n",
      "                                                                 5b_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "5c_identity_block_relu4 (Activa (None, 7, 7, 2048)   0           5c_identity_block_add[0][0]      \n",
      "__________________________________________________________________________________________________\n",
      "avg_pool (AveragePooling2D)     (None, 1, 1, 2048)   0           5c_identity_block_relu4[0][0]    \n",
      "__________________________________________________________________________________________________\n",
      "flatten (Flatten)               (None, 2048)         0           avg_pool[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "fc1000 (Dense)                  (None, 1000)         2049000     flatten[0][0]                    \n",
      "==================================================================================================\n",
      "Total params: 25,636,712\n",
      "Trainable params: 25,583,592\n",
      "Non-trainable params: 53,120\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from keras import layers\n",
    "\n",
    "from keras.layers import Input,Activation,BatchNormalization,Flatten\n",
    "from keras.layers import Dense,Conv2D,MaxPooling2D,ZeroPadding2D,AveragePooling2D\n",
    "from keras.models import Model\n",
    "\n",
    "def identity_block(input_tensor, kernel_size, filters, stage, block):\n",
    "\n",
    "    filters1, filters2, filters3 = filters\n",
    "\n",
    "    name_base = str(stage) + block + '_identity_block_'\n",
    "\n",
    "    x = Conv2D(filters1, (1, 1), name=name_base + 'conv1')(input_tensor)\n",
    "    x = BatchNormalization(name=name_base + 'bn1')(x)\n",
    "    x = Activation('relu', name=name_base + 'relu1')(x)\n",
    "\n",
    "    x = Conv2D(filters2, kernel_size,padding='same', name=name_base + 'conv2')(x)\n",
    "    x = BatchNormalization(name=name_base + 'bn2')(x)\n",
    "    x = Activation('relu', name=name_base + 'relu2')(x)\n",
    "\n",
    "    x = Conv2D(filters3, (1, 1), name=name_base + 'conv3')(x)\n",
    "    x = BatchNormalization(name=name_base + 'bn3')(x)\n",
    "\n",
    "    x = layers.add([x, input_tensor] ,name=name_base + 'add')\n",
    "    x = Activation('relu', name=name_base + 'relu4')(x)\n",
    "    return x\n",
    "\n",
    "\n",
    "def conv_block(input_tensor, kernel_size, filters, stage, block, strides=(2, 2)):\n",
    "\n",
    "    filters1, filters2, filters3 = filters\n",
    "\n",
    "    res_name_base = str(stage) + block + '_conv_block_res_'\n",
    "    name_base = str(stage) + block + '_conv_block_'\n",
    "\n",
    "    x = Conv2D(filters1, (1, 1), strides=strides, name=name_base + 'conv1')(input_tensor)\n",
    "    x = BatchNormalization(name=name_base + 'bn1')(x)\n",
    "    x = Activation('relu', name=name_base + 'relu1')(x)\n",
    "\n",
    "    x = Conv2D(filters2, kernel_size, padding='same', name=name_base + 'conv2')(x)\n",
    "    x = BatchNormalization(name=name_base + 'bn2')(x)\n",
    "    x = Activation('relu', name=name_base + 'relu2')(x)\n",
    "\n",
    "    x = Conv2D(filters3, (1, 1), name=name_base + 'conv3')(x)\n",
    "    x = BatchNormalization(name=name_base + 'bn3')(x)\n",
    "\n",
    "    shortcut = Conv2D(filters3, (1, 1), strides=strides, name=res_name_base + 'conv')(input_tensor)\n",
    "    shortcut = BatchNormalization(name=res_name_base + 'bn')(shortcut)\n",
    "\n",
    "    x = layers.add([x, shortcut], name=name_base+'add')\n",
    "    x = Activation('relu', name=name_base+'relu4')(x)\n",
    "    return x\n",
    "\n",
    "def ResNet50(input_shape=[224,224,3],classes=1000):\n",
    "\n",
    "    img_input = Input(shape=input_shape)\n",
    "    x = ZeroPadding2D((3, 3))(img_input)\n",
    "\n",
    "    x = Conv2D(64, (7, 7), strides=(2, 2), name='conv1')(x)\n",
    "    x = BatchNormalization(name='bn_conv1')(x)\n",
    "    x = Activation('relu')(x)\n",
    "    x = MaxPooling2D((3, 3), strides=(2, 2))(x)\n",
    "\n",
    "    x =     conv_block(x, 3, [64, 64, 256], stage=2, block='a', strides=(1, 1))\n",
    "    x = identity_block(x, 3, [64, 64, 256], stage=2, block='b')\n",
    "    x = identity_block(x, 3, [64, 64, 256], stage=2, block='c')\n",
    "\n",
    "    x =     conv_block(x, 3, [128, 128, 512], stage=3, block='a')\n",
    "    x = identity_block(x, 3, [128, 128, 512], stage=3, block='b')\n",
    "    x = identity_block(x, 3, [128, 128, 512], stage=3, block='c')\n",
    "    x = identity_block(x, 3, [128, 128, 512], stage=3, block='d')\n",
    "\n",
    "    x =     conv_block(x, 3, [256, 256, 1024], stage=4, block='a')\n",
    "    x = identity_block(x, 3, [256, 256, 1024], stage=4, block='b')\n",
    "    x = identity_block(x, 3, [256, 256, 1024], stage=4, block='c')\n",
    "    x = identity_block(x, 3, [256, 256, 1024], stage=4, block='d')\n",
    "    x = identity_block(x, 3, [256, 256, 1024], stage=4, block='e')\n",
    "    x = identity_block(x, 3, [256, 256, 1024], stage=4, block='f')\n",
    "\n",
    "    x =     conv_block(x, 3, [512, 512, 2048], stage=5, block='a')\n",
    "    x = identity_block(x, 3, [512, 512, 2048], stage=5, block='b')\n",
    "    x = identity_block(x, 3, [512, 512, 2048], stage=5, block='c')\n",
    "\n",
    "    x = AveragePooling2D((7, 7), name='avg_pool')(x)\n",
    "\n",
    "    x = Flatten()(x)\n",
    "    x = Dense(classes, activation='softmax', name='fc1000')(x)\n",
    "\n",
    "    model = Model(img_input, x, name='resnet50')\n",
    "    \n",
    "    # 加载预训练模型\n",
    "    model.load_weights(\"resnet50_weights_tf_dim_ordering_tf_kernels.h5\")\n",
    "\n",
    "    return model\n",
    "\n",
    "model = ResNet50()\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 五、构建notop模型  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from tensorflow.keras import layers\n",
    "# from tensorflow.keras.layers import Input,Activation,BatchNormalization,Flatten\n",
    "# from tensorflow.keras.layers import Dense,Conv2D,MaxPooling2D,ZeroPadding2D,AveragePooling2D\n",
    "# from tensorflow.keras.models import Model\n",
    "# from tensorflow.keras.layers import Conv2D, MaxPooling2D, Dense, Flatten, Dropout\n",
    "\n",
    "# def identity_block(input_tensor, kernel_size, filters, stage, block):\n",
    "\n",
    "#     filters1, filters2, filters3 = filters\n",
    "\n",
    "#     name_base = str(stage) + block + '_identity_block_'\n",
    "\n",
    "#     x = Conv2D(filters1, (1, 1), name=name_base + 'conv1')(input_tensor)\n",
    "#     x = BatchNormalization(name=name_base + 'bn1')(x)\n",
    "#     x = Activation('relu', name=name_base + 'relu1')(x)\n",
    "\n",
    "#     x = Conv2D(filters2, kernel_size,padding='same', name=name_base + 'conv2')(x)\n",
    "#     x = BatchNormalization(name=name_base + 'bn2')(x)\n",
    "#     x = Activation('relu', name=name_base + 'relu2')(x)\n",
    "\n",
    "#     x = Conv2D(filters3, (1, 1), name=name_base + 'conv3')(x)\n",
    "#     x = BatchNormalization(name=name_base + 'bn3')(x)\n",
    "\n",
    "#     x = layers.add([x, input_tensor] ,name=name_base + 'add')\n",
    "#     x = Activation('relu', name=name_base + 'relu4')(x)\n",
    "#     return x\n",
    "\n",
    "\n",
    "# def conv_block(input_tensor, kernel_size, filters, stage, block, strides=(2, 2)):\n",
    "\n",
    "#     filters1, filters2, filters3 = filters\n",
    "\n",
    "#     res_name_base = str(stage) + block + '_conv_block_res_'\n",
    "#     name_base = str(stage) + block + '_conv_block_'\n",
    "\n",
    "#     x = Conv2D(filters1, (1, 1), strides=strides, name=name_base + 'conv1')(input_tensor)\n",
    "#     x = BatchNormalization(name=name_base + 'bn1')(x)\n",
    "#     x = Activation('relu', name=name_base + 'relu1')(x)\n",
    "\n",
    "#     x = Conv2D(filters2, kernel_size, padding='same', name=name_base + 'conv2')(x)\n",
    "#     x = BatchNormalization(name=name_base + 'bn2')(x)\n",
    "#     x = Activation('relu', name=name_base + 'relu2')(x)\n",
    "\n",
    "#     x = Conv2D(filters3, (1, 1), name=name_base + 'conv3')(x)\n",
    "#     x = BatchNormalization(name=name_base + 'bn3')(x)\n",
    "\n",
    "#     shortcut = Conv2D(filters3, (1, 1), strides=strides, name=res_name_base + 'conv')(input_tensor)\n",
    "#     shortcut = BatchNormalization(name=res_name_base + 'bn')(shortcut)\n",
    "\n",
    "#     x = layers.add([x, shortcut], name=name_base+'add')\n",
    "#     x = Activation('relu', name=name_base+'relu4')(x)\n",
    "#     return x\n",
    "\n",
    "# def ResNet50(input_shape=[224,224,3],classes=1000):\n",
    "\n",
    "#     img_input = Input(shape=input_shape)\n",
    "#     x = ZeroPadding2D((3, 3))(img_input)\n",
    "\n",
    "#     x = Conv2D(64, (7, 7), strides=(2, 2), name='conv1')(x)\n",
    "#     x = BatchNormalization(name='bn_conv1')(x)\n",
    "#     x = Activation('relu')(x)\n",
    "#     x = MaxPooling2D((3, 3), strides=(2, 2))(x)\n",
    "\n",
    "#     x =     conv_block(x, 3, [64, 64, 256], stage=2, block='a', strides=(1, 1))\n",
    "#     x = identity_block(x, 3, [64, 64, 256], stage=2, block='b')\n",
    "#     x = identity_block(x, 3, [64, 64, 256], stage=2, block='c')\n",
    "\n",
    "#     x =     conv_block(x, 3, [128, 128, 512], stage=3, block='a')\n",
    "#     x = identity_block(x, 3, [128, 128, 512], stage=3, block='b')\n",
    "#     x = identity_block(x, 3, [128, 128, 512], stage=3, block='c')\n",
    "#     x = identity_block(x, 3, [128, 128, 512], stage=3, block='d')\n",
    "\n",
    "#     x =     conv_block(x, 3, [256, 256, 1024], stage=4, block='a')\n",
    "#     x = identity_block(x, 3, [256, 256, 1024], stage=4, block='b')\n",
    "#     x = identity_block(x, 3, [256, 256, 1024], stage=4, block='c')\n",
    "#     x = identity_block(x, 3, [256, 256, 1024], stage=4, block='d')\n",
    "#     x = identity_block(x, 3, [256, 256, 1024], stage=4, block='e')\n",
    "#     x = identity_block(x, 3, [256, 256, 1024], stage=4, block='f')\n",
    "\n",
    "#     x =     conv_block(x, 3, [512, 512, 2048], stage=5, block='a')\n",
    "#     x = identity_block(x, 3, [512, 512, 2048], stage=5, block='b')\n",
    "#     x = identity_block(x, 3, [512, 512, 2048], stage=5, block='c')\n",
    "\n",
    "#     x = AveragePooling2D((7, 7), name='avg_pool')(x)\n",
    "\n",
    "#     x = Flatten()(x)\n",
    "\n",
    "#     model = Model(img_input, x, name='resnet50')\n",
    "    \n",
    "#     # 加载预训练模型\n",
    "#     model.load_weights(\"resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\")\n",
    "    \n",
    "    \n",
    "#     top_model = models.Sequential()\n",
    "#     top_model.add(model)\n",
    "#     top_model.add(Dense(classes, activation='relu'))\n",
    "#     top_model.add(Dropout(0.2))\n",
    "#     top_model.add(Dense(4, activation='softmax', name='fc1000'))\n",
    "\n",
    "#     return top_model\n",
    "\n",
    "# model = ResNet50()\n",
    "\n",
    "# model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 五、编译"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在准备对模型进行训练之前，还需要再对其进行一些设置。以下内容是在模型的编译步骤中添加的：\n",
    "\n",
    "- 损失函数（loss）：用于衡量模型在训练期间的准确率。\n",
    "- 优化器（optimizer）：决定模型如何根据其看到的数据和自身的损失函数进行更新。\n",
    "- 指标（metrics）：用于监控训练和测试步骤。以下示例使用了准确率，即被正确分类的图像的比率。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 设置优化器，我这里改变了学习率。\n",
    "opt = tf.keras.optimizers.Adam(learning_rate=1e-7)\n",
    "\n",
    "model.compile(optimizer=\"adam\",\n",
    "              loss='sparse_categorical_crossentropy',\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 六、训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "57/57 [==============================] - 12s 87ms/step - loss: 2.4394 - accuracy: 0.6620 - val_loss: 484.4415 - val_accuracy: 0.1858\n",
      "Epoch 2/10\n",
      "57/57 [==============================] - 3s 55ms/step - loss: 0.3268 - accuracy: 0.8904 - val_loss: 5.5874 - val_accuracy: 0.4513\n",
      "Epoch 3/10\n",
      "57/57 [==============================] - 3s 52ms/step - loss: 0.1593 - accuracy: 0.9558 - val_loss: 2.0023 - val_accuracy: 0.6726\n",
      "Epoch 4/10\n",
      "57/57 [==============================] - 3s 52ms/step - loss: 0.0546 - accuracy: 0.9869 - val_loss: 1.4410 - val_accuracy: 0.7788\n",
      "Epoch 5/10\n",
      "57/57 [==============================] - 3s 51ms/step - loss: 0.1656 - accuracy: 0.9567 - val_loss: 2.1653 - val_accuracy: 0.5487\n",
      "Epoch 6/10\n",
      "57/57 [==============================] - 3s 51ms/step - loss: 0.2403 - accuracy: 0.9221 - val_loss: 1.0641 - val_accuracy: 0.7257\n",
      "Epoch 7/10\n",
      "57/57 [==============================] - 3s 52ms/step - loss: 0.1774 - accuracy: 0.9377 - val_loss: 0.4922 - val_accuracy: 0.8673\n",
      "Epoch 8/10\n",
      "57/57 [==============================] - 3s 51ms/step - loss: 0.0733 - accuracy: 0.9760 - val_loss: 0.2036 - val_accuracy: 0.9381\n",
      "Epoch 9/10\n",
      "57/57 [==============================] - 3s 51ms/step - loss: 0.0185 - accuracy: 0.9992 - val_loss: 0.1091 - val_accuracy: 0.9735\n",
      "Epoch 10/10\n",
      "57/57 [==============================] - 3s 51ms/step - loss: 0.0086 - accuracy: 1.0000 - val_loss: 0.1246 - val_accuracy: 0.9735\n"
     ]
    }
   ],
   "source": [
    "epochs = 10\n",
    "\n",
    "history = model.fit(\n",
    "    train_ds,\n",
    "    validation_data=val_ds,\n",
    "    epochs=epochs\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 七、模型评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "acc = history.history['accuracy']\n",
    "val_acc = history.history['val_accuracy']\n",
    "\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "epochs_range = range(epochs)\n",
    "\n",
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.suptitle(\"微信公众号：K同学啊\")\n",
    "\n",
    "plt.plot(epochs_range, acc, label='Training Accuracy')\n",
    "plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
    "plt.legend(loc='lower right')\n",
    "plt.title('Training and Validation Accuracy')\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(epochs_range, loss, label='Training Loss')\n",
    "plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
    "plt.legend(loc='upper right')\n",
    "plt.title('Training and Validation Loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 八、保存and加载模型"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这是最简单的模型保存与加载方法哈"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存模型\n",
    "model.save('model/my_model.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载模型\n",
    "new_model = keras.models.load_model('model/my_model.h5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 九、预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vPVTuFrAiIq3qp0kwbRxV7n8C/lBV7tcQnMM+/cI3xZcWJPjEvJWD9ujDeANBDv3fCerImWr7LwPfLCKnRKQH/AOCDAtBtv0vhPv8wyKSfJ5VfD4v6eeAVES+oSrv/w38R4KKZYF/RDB7venQcZvAvRKwXJ2nJSLvqGzqP06Qhz8GvFVEzojIPcA33G3FRKRBeD4fB/rAqog0ReQU8Ltn9nuUoCr9CMEc+Nq7aIfD9X8uPN/9X06Y90VzvBCYP0cvEaIvdgWeL7z3F0Xk9wE/RfAB+RHv/Y9KcDT9FOHmf6/3/paI/O8E35ALhIHhu7z3Rg6mL/k/gP+viLypOud/RxgkfgoYiMiD3vsnvPf7IvI3gKcJRPGrvPe/JCI/fkS5/2Km3E3gOyuzyMsVf0JE/iBBpfgJ4GfvsO8vAX8KuEEgOReBB733vygi/zPBv0cDf8d7/zEROVcf6L1/QkR+A/gTwP/2olzJtKxSRH4PgZgdJ5jU/gnh3n+C8Ix8hPDSP0iwmwP8RYItvQf8Ce/9vxGR30swiR0nXP+Peu8LEfkhguPgOsFu/lx4owRHYU1op7/qvd8WkX9JMF9dBX56Zv+/VNWrTZCmf5ZgPrwTDtSfYLZ7Ifd/2WDeF83xQmD+HL10EO+/LJWpOeaYY4455phjjrvGl6NJa4455phjjjnmmON5YU545phjjjnmmGOOlz3mhGeOOeaYY4455njZY0545phjjjnmmGOOlz3mhGeOOeaYY4455njZ445h6f/6p/6t/83f/gCf/MynWL+1ycb6Blk2IooUq6vHaTXbZKN9Yh0Ta01/b5/d/T2cMywu9eh2WtjSkjQajMkZ5n0aiaLbbJKNc4aFxeqITrNBYh0r3UVe9cBD3H/6Qc6s3EOns0qatGhEKVZ7CmPoDwbsbG9iTcbFS0/w4Y9/iJu7t0g7LfKiJM/HLC700FojVjBGsbp6D63mCksrJ1la7rHYaxDrCFsqvGisM4xG++xub3Ll0tNcvfE0g/GQlaU17j17Lw8/+AqWl9o4cj775Gf51KOPcnxxmUde9RpWVk5wc2OLT3z6UdI45TWvfhhREU9fepqbG88wGO3Q63Totpd4/LELbG5sc+7++3j49W/gk5/8KDYv+db3/h4euP+1lHnJ1asXuHHtGTrtFmmkuHrrKpeuPoMxOSvLCzjj2N3bZ284IG03cdYw6PfxeFQSYUrDaJiBV3itiSJNWeZEcRTSaztHpCMQaLRTektdPvOhJ+ROz8EXir/zj/+XSSjgofBJDkYJCvhn7wNVVj6ZLoUyOZc/yNrrY+v96zI8HhFBI8jsdu8RUQcy04RzKCTSiAjeyeS8IgrtVcgaOFNNf+izOhT8eKDOh65bRJ71GcB6j68uQ/x0P+99VZaE76gLD99b7whX7MB7vLXTdnRupk0c3jsc4Kpj8dNUzXWdlA9/O8DfIYXPX/yBv/CiPUf+DuGkh9v2BSrvyPPNlnU35R51ntsd93yvw1f/wnMg4B0iDjx4NIiA9yAOVz0rivC3w4MbY8s9vMuJ05OgmihAMIDFEYF3eD/A5Nu4bJONzQ9DtMLxM19LFB9DoQGqZyP8pRA8iuotQbDgw5kP38TD74NS6kXti07f0/PWWpwDbzzOEX6sxzlfvU/hnnlRiIQ6ig59gIjHe8Fah3PuwDsPoJVGaYWXaZ+hlQIfWmjSjyiFF4NgEKfwzuPw1X3SaBxaOTQWiQXRESIJUt0TkXDfnRO8B+c9zjmc83gX3vPpKyN47wjXPfP+e8I4qTxKgVIahcJ78K7uWRQeiJUm3BmPEkGpadt4b0NfUh3rnAt9l59ka0VQM32zTOrnnMNZh7MWcCDQ6XQ4c/IU95+7l2aSkueGpNlCRTHWC0VWMOj3uXzlEleuX2acD9BaUFoDGrymv7d75HN0R8LTShf5yjd9LfeefYhHH3uU3/zgb3D58pM4LP3dHbLhEGMKlAi2sOSloShydCTs7u5hyoJmkpDlY4iEVprSaTbptluIG9Pv7zAux6gCnFbkTUez2+P46RMs95ZpNnsgCcYYsjKjMCVoxdLqKloJ3ZVF+mXGZ3/upym2tomTiFazwXicEccRgpCPLDvbNxmmIxQQ+RGRa9JqNQGFqAitI2LtSOKYxaUFhuNV9vq7XL3yDO1mQnH/KRaWjrOwcIx2O8aWBm8c587ew+mz5zn/CocTxSc+/gnGoxEnTp7m9KmTeIawntNIGpy79xzjYcHuXp+bN28QP9FmPMpoRClKKbwvUZFBxR4nsLm9S5oqNnd32drdw2NQkaKRpIxNhhNP2mowHo+J0xQdaUrn0CgaKYzHOcaUoBxJqml2WpiipMhKyrwkVhEqFmT84qclmO3AD3fmhwf72w1rdVpimelIoOr0q0H6YDlTDlNvVxzdl0p9wGydkAMdxqSjqv6WAwdP6+flwOZnl3XEYDbb6c9+r0Rw1bnk8L6z5VQdy2QfBC/Vb6ier7CHUjNky8ukoabl+knDTcqqy/Oe+spn6/pSpLY4qowpCZUjvz+87fkQotvte1RZz0VUjiI9LwQ5C3fX4b3GiwOxeC/gw2DkvKv2CQNX2Ncj4qtn3pON18mzIStry3hiptMHRXi7csp8mzy7xN7W0yCGdmeNJG4TyEx4QkM5Ya0icQoEnDgsgWwrqUj77a7lBSSrd4IxDmdDn+Esk7+99ygVJkPK6zCgq4r+TGcAB/qFuh+YTkt8RT1D+1P3E5O1nNyk//IuTErwHnFVfcRX51A4L4j3KC1o0RWh9XhvsNaBCM57QkquikyIRsThxU0mbRPW4QTxAq6+U9WkynrECU6Dcj6QGu/xrn5mHXjBeld3lPjqHRBhQnzw1XVVpC48bTCh5b6mw77q42cmb95V7anw3jHYH3DFXgVnOba6RpI2UEkCHqy1RHFCp9fh3vPnidKYq9cvURTjUIYobv+UPQfh2dvZ5fjJ0+Hhdp79nU2K0R67u9ukUYRSgtMKay3jLCMvivBkO4WzJS5JSBcbdBe6gGd7e4ft9T6DZEyRG4r9Amc8/dGQgfbsD8c4+TDKKl7zoKfZHJEZz2g05vr1q7jSsbZ0jMWFZToLCywuHeNr3vluLl+9zm9+5AMopUEUznmazSYAZTlgr7+Bkj1MMWJ/0GJ9K0ZFCpSgk5gkaoJNyIcWa3OcKzi+1gZpcuHiY3R7CY005tTaMUajDOc8+/19rty8gWq28FFM7gtubK0TXYhp9bp02k1azSaLvQXWVlZZWVzklQ8+yM1b61y5fp2LFy6QxJrmYsyVaxdwPnQct27e5NLVy+zubCMKhtmQQZ4h4ohGQ/KyYJxntHod0naDwpQY5xgPC5wXms0mcTPGFhZTZCgLzXaLbruFa8FoMGbkh9Wj6PCHpYgXAWE2chTC9nowDp3B7U4yc9Thwa1mG4dPLbO7yIFNBzvYg2RHRFWkoapTpSKFY2pV5Whmc5j4TKozLXjKKWZYk68O9MiMxELo9I4oR8t0tuyFZ3Vkuq4HglMyLbBSgnCumo1Nzy31OW/Tvrcjq7cjHC8knmtAvBORPLztuYjQUd8fpcDdDcE5QM6PIEZ3qxTNfn+gLpP/bRhApSIbvgQsIhpEh8GW+rl1qErLUSrDmW1Ku4vWDSBGvOBFAwXe7eOKdYrhM3i/RZys0u3eB76BVOeoRjwUNcGiGgAdiiKoSTQQiZDDD/JLDFsGhca7ShUhDMmiQtMpEbQXRE0nOV5UNTBXRKVWQidScX1fqkK8x9vqVZdAh5yzeO8qgiBTFcmDtQSiKjPPVl0XpYhVjFKBTJTGIhIIkfOhj1LVIF/rukzoRrjnkQheVXqb8RjncFUfFEiCIFZQ4lHiiZVCK0GpcO56wqVVuNc16Qv9hw9MdtIAdT9EIDI1watVYj9Vnpzzlagz7fOkautxlvHMlStkRcHxtWOIUqRpi7IsMcbQ6fRI00bVXp5b69cZj8dY5yYE6ijckfDs7N5gcaVHaXKsK1no9rjnzCtIow2ss6jEM8j6OJNDJXM5gjQYiUKpCFCMxxlRnOAlZjQeMBjkQTKzCuXBGY91jrGUXLl6jYtLFzi+cIxWc8xeVnDx8jNcvPgE9568l1PHjpM2EpRWFMYQJwlf/zVfx+UrF7i5c4OyNLRarcB2cehIkY/HWAqSpMPK6hKFKdnd3yErczKT4wykqke3sUav0+H++07xnvd+E89cusT/+rf/Dz78kY9Q5J6veO2b0LpEoRkMxvza+96P+8CHsCJs7u1w6+Y64zxjYaHHsbVlxllGHKc0W22yrCAvCuJGAydCXoxpNjtYm3Ht2jOMxwVKp5RliU4UUeJJ05T2QoNW1mSw36csSyKlWF5eImqklUzqiLSiyAwoTTNNWGi2We502O3v4PAs9HokSUqWZSStJg2tMKbEeMMw27uLbuILw+0Hhvp7CHJvPbu8Taco9Qtan2Cmg5gpZ1b9ODC7vs1AN9sJi5KpDFt1JnXnpyZDRj2YHeRZs5zmyMrXv6WaFUqtmMwaig7+NasmPXvgnRKciYmrmpTJhESGffy0lSozh0xmZVVBoa0OXYD3HoXgbnNL1ITAvfjE+YXA3ShBd/r+KOJzu2PuRtWpz3cnBesoUhneA3/w2a3NmBRYswPOotJFHA28gPcKQVPTf+8DMcYNMfkOOlnBoRGi6rnKKYt1XLlBMd4hSRrEjdPEySqIrhl1NcQGU4KVEq8syhl8sUdZ7mCsJ0rWSNMVPNGRJPBu2vSFgDWO2kxdl1dPtESC+UlLULdcRfSdN8FU5H01wM/Ws3rHJoN4GGzdpHOrr9MGkuBqZSS8O3VfU3UHaDyCQQukqSaJI1IdoYJ0RhkpxrknK3wgPeJxKpgRpVaMCGV459EixJUaJAheK5x3mMqsZ6s+VAl4BVEUoQXiSBFrRRRFKFEVUalIohe8F5yvr1Mm/VD4FQiXKD2ZJHpVuQ/MKDt4d7D/nCFG3kNhDNdu3GBv0OfEsZOcPHacOIoZj3PiOKbRaBPHCWurx/DecWv9JsPhoDKPHY07Ep4bt66RthrcvLXBb/zGB9jfGbHQPsb9995DVgzZ7F+lP9wLjec9znuMNWil8VpQIiw1u2ituXT9JvtZhildEEudxYsQJQmRg6IMtjzlIE1SmklKI0qwiSJJYnYGuzR2G1zZuMb67g65tQzGI/b2tslHfbQWTG7AC3u7A0bDMWDROgyiWmtU5Oj0GmSFZj8fYsoguXqBpJlw4tRpVhfWOH9fwoOvWsb4Dc7ec4IbN3O2tnYZjgacPb3GG1feyAP3vpKrN29w8cplLly5RH9vh1gJ2xsb/PZHfpuVlUXSNCJJIoyBdmvI/mCIKE2z1aQsc7RSuFLAR2gVkaYpJ0+eJEnO4eyIJAaVaNY3Nrl06RK3btzk9ImTrK2tceX6NbJszGKnxfHFRW5cv4lHePD8OR558EEipbl+8zo31m9hrSUfj2k3mpw5eYrjJ47TH/R55volbmzceI4u4sXDszu3eiA+JM8w/Xi7jmbmDJP96oHiwIyaZw9EB8472T8Q+JrkKBHqf8y83DJT5t1e82RWNVON257nkLLyLDXi0JGT2tUdzd0oMLNqxCHyoiqF63D9aol9UvcvD77zBeO5/Hrq30eZvQ4P9Hca3O/GXOgrRXD26RYsZbnBrRufoRUn9JYfRKXHCUOpxYtG0HhK8Cb49OGw5RBdG1BFgBLn9jHlBibbRCOoqEujcxJUDIT+O5gQFL5SdJASY3fI9q9Qjq5R5nuUpkHUuJfjJ9to3Tn6Yl4iOGcrtaRSpzwH1Bw7IXGVGlGZY5yvfHaQyjup9kmZEtag5AQyIZNZV/V99aY68RMTkMdVtj5BKcepYwucOrHCo59+gqJ02DhGIod4g3LBHKQlChMQ63BOEayH4b4pAB+8gMSHiXAcaXBgrMFL5asjYT/ngg+TqOBTo5WA9ngnuFKCD5fyKB3h8FgflChRijhOUEojShPFMUpFGFtircUYQ57nmEpFNtZgjJn0e1S+O95atA4EvGosRAStdTUhDDpVvz8g1hssdNos9BYQ8YxGQ0RU8I9y0EqbrK2s4pxlsL9/2/t/Z8Jz7Qaj8YgLFy9w/doVHjz/Ok4dewBFzN5gg1vblxkORpiyoCxKrLdVp+lJooRG0uD06mmWFpfY2RmxubVHr9vh3MlTKDzNdptjp06Sj3MefeIxbm3cxGWWa5eu87n0SVYX1lBpA19YrHM89uTjbG7ukEQNdJoCkGVDbJnhvOfY6nH29vrko4JSg9LQaqS0Wi20RKxv7lDyJFEasT8eUXoX6kyMVzHoBEQRxx7UkOMnutx//l4iyVlfv8VHP/FhOp2v4pUPvJpTp+/hnvP388CrNvjN3/4gn/z0JxkOR2TA7t4Ow2xAq92k02qRZSWtZk4SJ6ytrJAXOTduXCMfl+hGypnT93Du3P3EaUocx2jtsWafotylMAVIiYhnsbfA2TNnSeKYRMfsZ9ssdhaJlBBrT2Es/d1NdneW6bU7RMrTbacMRwOOnVrjxPIa954+x8rKKjc3b7HX77Ozu/v8eozPA89lMrir4w+Qg0Mz56lgUR/wrHLrc8xa157ll1MPMnWn7+tPMt0HmZjF63PU6tLtruuoAbESZJ71/QHfmNqJ8oiBciqr15TnoHrjK6LkZuzn9czp4PVXJMdXM86ZftoT1J2a2ElojokSJLVvkPPPuicvNF7omf/dKjVH7X8Yd2NOez6f76ZutY/GZGYdpALwhtFgA1usk2WGNG7QThbxtANBweLEVepwAWSIWEyxh5DhaRFMIWNMsYErtimLfeKkiYtaJEmP4Ppce/tUs3YsniE232C49xRFdhVbDLC+Sbt3jM7CKbSO70r1ejFRO/uKzCjK9cTFB4dfUzkYu8rg5VztHh7egqCWuGc98857vK1NXrVa7acvDoFcKCV46wGH+DiYkRLDH/ju9/Bt3/z1/OW//Hf5pV/9OOI93W7Ke9/9TpT3/MzP/SJlKRgTCApeUB4U1cDvpwatSCsipdBK43CVG7QFCX5BUayxviSO9ITspElEoxHRSGKcNeEccZiIrywscf6+B3ngwVdx8tQp1tbW6PYWaLe7tNptdBRTFDmj8YjBYMj65gbPPHOJz372MR79zKNcv36dLM+IowRrS6Y9aGgb72faqDbTVe3mnWdvb58r166CCO1Ol729XUbDEUmUYE2BKQs6zSZuaRlblLe9/3ckPJcuXCB7fMDWziaNZAFnDcPBLtY5dvu3KIsRzjrKMrA3JRrng6rS6/Xodjp02x1e/7o3YnWMQ3FseYmve9vbWO72goml2SRqNTh+6gSPPfYYsSgiNCpO6S4tsdffZ2d7m9hF9Jo98KC0ptds0W63iKMTpGmM0hpjHVeuXuXTn/kkpc2JYo0AZVnilKMoDDvbfVrtFIdFKYW1oZ1jnaC8kGX79PchK5ZZWmpz79lVRvv7JHHEjfXrfPiTn0anHZaWVnA4NrbXKcoRzZbG+AgnHlUKzjtG4xHGWkrj0DrhzOnTnDx5itOnzvDr738/o+EAHTm6CzHHT3YZjXKGg13G4112dm8wGG7TH2Zs7fbZ2x2ivebGrZtEOkSWlaakMEWYcGkP3qJTRW5ydvctW9vb7O5t0e21aXaalOK5vrnOlY11nrjwNI8++QQFt5f/Xjgclq1nvqmc36ZD6tTx7dA7MTluQjaoyUq1/Vkq0GyZtVLjn01ADhOoWsmR+vy1rwKVGYhJnWetZYddGKe6yPTTbItM+dnMYDfZGpwoJ849M21Xd72BeVWtUKszE6Uq7CUiaF9FgXiPl3CMF5l04ofJm/cz10dNhqY1rPcPrkECCp7d4l96+Hz9jG5n0jqMO/n01N/fyYRzp3KO2u+gn1j1jKmIRtqlmTYZ7VygzFsUoyWS1nmEhBBNIwgO78aIHyGqJMs38W6EqEUQh3d7lNk6Jt8D5RGdIKpFFLUAjSKi0kEQb8DvM86uku1fxhfreJOjo+OsrD1C2jwDqon3cTC5vMQkZxbOBdJTOygHchLIBxWRV1VEVjUXwNrqx82+x/U9rV5DV0VEeod3dR8zfZfrc0ldXK3NOUccC6srXR5+8BTnTnf4A9/1zXzqM0+yuTPkjW96LX/8T/5Bbl6/wS/9+vvZvj4kM8GHRxEmHVopIh1VddH4KoLM1v2CUsH0pBQ60lhAe0/aSACF1sHQGceaRhrTaKQohFarzete/wa+/hvexWtf9wbO3nMvSdogjpNK2WPy20+uNPQpzjmsdZjScPPmLd7/gQ/yH/79f+DTn/4Uw+EAk2fTPlDqyVgdNRs6WKlJkPOUZcnm1jbOeVbXjpEmDUyRMx4MGA0HmLJgYXGBlcXlqbp2BO5IeNpphHOwsrTA8tJpFnsdxBeU+RB8QZokaBUFplnN9pQokkjTbrVY6PZYWlzk/Nl7WV09xrmzZ9ne3aKz0KW70CMZp+zu9LFFzom143SabdpJk6vXbrA/HpN2mhzrNBjaEd1el6XVVURrBoMhO5tbiCUMRjZGRymdToPkXIObN25wc+NqsJsiJEkDU5REWnBFSeYsOoopncFYhxKwjTGj3W2GePJizMOv6XDyZMRXvvUVXL74m6Ca7Ow3+eRnPsfG5janTp0iTROczxiN+qytLdJop2zv7JONcoz1lMZTlAZnBqwtLXP29CnuOXOWtaVlLly6wFNPP4nogigesrIGrbGQF3sMN69w69ZFrt3YZnNvwDA3OCvERMRxwurqMlmR4RWsb23Q63SIGjGjQcbOYA91I5DG/mAAztFGc2Nzm2vXHsUYz2iUMRiP0bGm0W7cZVfx+eN2/VtNduoBtrbhHuXLM9N1TM/nD547BFXc/mGvFehZNWfqiCwH9yPUoyYSUo/4UtOAwzRpSsMO0yeOMKM9m2LVVGLqzEhl2K8n7xMFqD6rAnF19ysH9gmzcBsIWjVAKhG8V0xl9hB66zwHVZr6WmvVx/sqCqju3KczslokUvOUXs9ppvp8/Iee8/jKMRWpvc8j0sYKzeYKw93HycaX0XGTKGqh4lOgVPU8eLwtwBaAocj7mHyPpHkM7y1FsY0ptrHlCI/DeEOsUoQUIaRxcFQDvt0hH10mG17B+z2ysqDZOsfi6iOoaBVICay4Vkifn7r2QiI8/wAhVBuCs7VSoBXoGOLYo7QiRCeBs4IxUBQuOBgDMnOvbRVx5bxDal8XZ5lGT8nMYF4FCgBKeUR7RByve+QhXvfQw7gs5w2vfRW/6zu+gR/71z/PidPH6CwmHJMlVo4f5/GLT2I8KBUhSqFEV6alQHxEBCsWZw3GB5+lqqXxooOTsxZiHRHXhAhPpDULCz3O33sv58+f595z5/nKr/wqXvf6N9LrLYR6T3Xeye/aTXoWEyIWCWmact/993H23nN84ze+hw+8/zf4yZ/8d/zWhz7AaDBAsFV/XCtpVXShl6lng6ueVwxb2zuUxnLqxCkWOl1aaUoziciyMb1OmzhOaTfbt73/dyQ8x08ts+rbRHHMqROvoNNcxVlhd2+Pnd02xML23g5FVqBwpK0E4wzOBjVlnOXs9/fZ3tyk1e1ybGWNwWifizeusJv1WewuQqrp7/UpnGM8HGGSgqwcsz/K2B7sEiURRgwLS4ucueceVJKyt7dHu9OhGGaIKJK0RaPVotfpYJzh2s2b9Ac7eDK0VkRaIUlMXhRY5ynzgthBWVqyvCCJm4wGI/ajfbzTjEYZn/7EdRZ6p7jv/kW++u338Z9/8VOkjZhmq8v6+gb9/i7nzp3lnntOcOJElzwfsrs7IFUpe7rPOC8wVpE2mhR5xsbmBhefeYZER0SxsLjQIE6Eosyxfoz1OzSanjOnG3RaKzQaGf3hiBubW1gDkKB0TNJo4RByY4gbDYbDjI3tbSId7KmZKbm+uY4rLCtLKywuLLOzO2Crv83+cISzHvGKVqtNs5Gw0Gs+ZyfxhWLG06PaMjUDTbbNvkv1PjMD/4QUze4xy4ImJ7lzJzolMwfOdIimzJi4ZBoFUc/vQpUqe35Fsg5UpfbRuU3ZB+eIhy9heg0hbBXq1CSTGZGfaYdJE9Yz9+m2Ogzf16StUof8RDWSSeetJmpVUCcVB0mhl5BLxEmleB2YHd8+5P+FwosZBfZ8zv1chOZwuH79HB32pTpKsTmo9D27TtOvp+pBNURUfwsejagOcbJEo9GmLG7hyutkwx7NXgullqtjDNblVXi0RfmCcrxF0rwXKDH5djBzSYmzBlRCHLWqyUgYfEQs3o7Ih5coxpdQNmNkhPbSq+guPIioFUAjkzrqmeuYrf/0sl5sAqRV3dEEgq4wRJHQSIVGqmk0hTQNVgTvoSw9xgqmVBQ55IULodx+ahIzpaE0hrLaJji8BKdeX5PL8CpPJiyIhPOIoTTCZx99iktXtmg11jC24Dv/m99BfzSg3YxAHL2lDu/4urfxWx97miL3IerLWWJRiPV4Z7ESiJe1Fu9CRFhV6ESQUUqjdIQoaLWanD17L6985St5+9vfzutf/3pWV1fpdrohFFz0ZEJUR1xVM76JST1cyrR/mjgkU5n4mHQR9Ho93v2ud/G61zzCv//pn+LH/uW/YHtrc9KPBM+qWoNkShRrTdI5irJkb69PGicsLy7SbrSQbofhYJ8iz9EqJo7j297/OxKefn4TrRUnV06yuBjRbnmKsmRsC6Lc0WgmdNttWtEZep0mSVuRY7h89Trt3gLOwWNPPUXa7NBsdxhnGTfWr3Grf4vFtUVOrhzn1PIJFpYXyI1jNM55+soz7O5tMxiOGOUDckq2tzc5tniMwlvQKdeuX2d7a4NIQavZ5tixUyxHirZ0SJsdHnjwIa7fuMTO7g1ELCqK0LGm9B5nhGazhbOWWAlJI2Wxe4x7Tr6StcVTeEkQbVm/scnOBnTPOd7xzvtBhF/59cfpttvk4y5bO+vc2rjB8ZOL3P/gK8jHQxrxDmISMA6tRiS6zbHjJ8hNxlNPPc0nPvVphsMBi4sp43yfVqtFf7fPo48+SdrwrCx26LU7tBoxZ06tsbc3Zv3WNqYoyEaGqNcmURG2KDFFySgfM84KkihiPM6J0hTEEUUxrW6LlZVllNGMxyOG4wGiNWsLy7TTDnvDIbv9LVovvsBTJfCaDgIwlXeD6chPoqUnhKHaB5l2jLOmLDVLUYSgZFQfZqnGgfLqfWfr5iuaMLN9ErkRKh/ecVdHbdX5L6ZnFZnWblrGYTpT7XFAbp0ptzpwEuEZ6FQ49oiBoA4vnj3dwcD0OpPKjCpWS0WT1lAofIigqHO0EELeJ/dm2lBQpZRzFXESEcRLJSG/tDP1u8WLrSYcyMkyM5M/jKOirA6qjEehnp3P+INMnqU630j1DPpwP52E5yaOWjQai+wXNymybZS6TD5OaHYeQaSJ9xbHMDi9ak0SJRR5nxYDXJljxtt4nyEUKGcqP5FOPfQg4rBmj2x0FZPfwLsRuVU0O/ezsPggSJc6R0wYynzl+cOkzhOH+8pM/FI8QrFyIHqihooIzRQ6LUW7LXRagfToKMZ5T1E6sgyyXFFGiiTyWFuben2Y3OMm72ppbBVmPg0n8FUW1HBMuM6QYyuoQkUpPH15nb/19/4FP/D938XySspCb5U/+ge/iyef+izFeExroc03f9vX8Bsf+ijvf9+nGI89pTd4n6CsDokUfSBCSMinE3IJaUxhiWIhiiKajQ6nT5/lK7/yzbz73V/PI69+HceOnSKKIyY+itW1Ge+xzk5CyUNiP3DWYV1IFigElQkE622YCJqyiuASTO0uZg3eGsqiII1ivvm972Gx2+Ef/qN/yPr6OrYicAJESlE7i3vvQ+Rs7YyNYExQetrtde49e5YoUjRaLQpj2B8OENG3vf93JDzrO9dZWlxif7TH1u5NRtkeSoGxQ5Qu6LRzHn7wNGeO389id5nLN59he7RJp92inbYpBmOKzJC0G+Quo2SMxJ5xnrFx4SKXLl3lWHeJEyeOs7C4SmkNWVHQHw7Z3tlifXsdJwYdK5a7S+xsbwEJu5tbXLt+jcFon4VujzRpsNxbYHdrC2sdsVI8cP+DfO6JMYPRDnv9AcZ44iQkGdQSoeOIcTak2Wpw7PgJTp48Ra+1RmHCzRsNLZ/8+Abd7hqLC4avfud5jp1Y5Fd++VNcfGaMdR22d/s8/vhFlhZXWVjoECUtvNoE7YmSmGMrq5w9dTL422QZl65e4nNPfprl5UVEBDMucSVcfmYdBayuLrK6vMKJ42soldBIV7nn9IMs9EparUWOr67SaSfsbm/SilO2+/uIj8GVeAnMvhxnpImn3WiyvrHFYJix298mThVaNM1mg3aagoK9wVbIR/QiQ016s0OSvzDNIDzpDCuOUSfFq3ec+atWh2SWCHiZjOfPjmSiIlO+csZ9lphU/Z4qT0f7AdU/h8nMwfDucMoZ0sbMwHuAb0xzo0xpWp05tZpJ1e0idd7a6rwigEbVmVNnCGEtnQd3HQGZOhd778PMr9rPV9lNnVc45w6QyNBBV8kLRVXD1uFxSSZ1+3LFnfLg3K36cyeH9efy7bntOavDagfywHwnjBikynvjomCS1OVUadRtJF1ERSnOZxi3DfkldNQiaZzDFWCLEaI8WjdIEk9RjhBG5MUeZTlEi8dWmXtFErRqgtcgDm/6ZMOrFMUNvBuQ24ikc5re0itAekidCcqHZ9iJwWOqbdNAAHyMEKK+EAu8uIpzGutAsLQO/ZI4mg2h24npdSNaTUhih44F5xV5GchYHdYtSmONwruQf85giWKwXiZWxTqBoK+Vner+SZ3XpnqXNDa83QqsV7z/Nz9D+g//Nb/vu38HZ+8RWu0GjzzyACYvcYXl3Nlj/NW/9H3883/20/zCL3yQ9fVdkALQk/5Hq6DmKCWTXDqRxLRaDR557Wv4jt/5u3nb297O2bNnSJIYrVKQ2h8rvOHG2qBaWVeZpsKYaAqLsYaiyPAuTIC01sHR29hAtrzDe4OIwqMJaXo83hSU+ZgiK8jzjGw84i1vegNXv/m9/PhP/DglIWJb6+AeY72jNI7CWEyVBdt7CY7kVYTZlctXiLRmcXGBViOl0WySpE2svf17dUfCM8wLeghjU3Bj4yaCEGtBxKBEaLSEleU1Tq8dZ3XxHryOWP/0Bp1Gm/Nn72HrxjrPXLnM9niL1dUlummPpOvYK3fINjPwJYXfZ5h5zG6f0gil7+NUhqMI+RuimFbSpNNp0Os2aTS6dDpNWt2EGzdvkGcZw+E+w+GQxV6DVruNc4ZTJ0+TF0M++7lPYU2JtQYzygBPEhU0mw28F4rcUBaGcTYmiTIkbqFcDLbN5QubfDi5zhu+YpGllZJXP9zlFfd9HZ99Yp3f+q3H+eQnLrC5tcFvfei3OHXqFKI8e/1NRtmYpYUVTp85xvFjy6Hjikpa3YjNzW3yzNJrL/LA+fP0eqssLrZZXG7TrsLuVlaWSNOYV79S8d739Gh3VoijlCjSgKUsckajETu7O9zcuMmTT3yORz/7cS5cforc5igRdnf2MJml8I440fQ6bZwVNjY2yJIB7W6PxU6XZqv1gnQkd8J0ODyi4687dWr/lNoZboZIwFTpqaTUA2Sn5hp+esLZ8O9ZbchXcqyvnIdqzwelaj+ag/RqQqyUn6krE7lVDpCyiUQ12aIk5LCZOBN7AgHB4yVCJMjjaiJ1B1u5rp2bqAe+ylW5mhlC7V8z1bWmvjnT63c+kDxXnacmO3UbB1KkUFIPQrNtXLVTTbIq1adOguYm/kRTP6EvNXyhqs5zhvTfppw75dW50z4H9vczKo5Mn+HaSzwMqwolhjqRilQkWemEKF0mihcQ+jifIXaXcnwBHaWILFJke0QxeGKUsrgyx5o+Zb6DkhKqtP9aJSjdQulGIPtuSD64iStv4e0uuSkhOkF36ZU46aCJQl0wwBDv+5hyH+dytI5DxJD3KElQsgi6VznRW24/N39hkCYx3jmk8tkRpUhjIYmEOFJEGkS5sI+oEE1lw3IdwR0gQqMprQvOwdZhqkHZWE9Z+aFM5NX6rknoQ5RMJ22hYwiKqcSa0no+8FufJYo13/md72HtRJdWp4mRhNLHtDvwwP338Nd+5Af57v/XBX711z/ERz76GS5duk5/b0iel9UTEhySW80mK0vLnDx1nHe9+xt5z3u/jZXlk1ivZrTCajkIpFqaIuQpUlFCJA7nLKYIZKYocoo8x1YTI+scUi2zI1IvF2Gr65WKLDu8LTH5iGI0osgLirJgMNinkaY8eN85VhbalEXIOSQVWTTOkZeevHQMxzlZnSg1OEjhvWc4HnHl2jWMKen1ejRbLSIdVf5TR+OOhKcoUvb2C5LUYWzJaL+gmaSkKURxQZxERE0haiXEjTYnT57jzPYWm9s3aDWXyNo5cbNBe7lLd3WFZqzRiSK9eoki3yfWwWmr3WnR6kDpPJLEEMWUpTDct3jraCYNsDm31i9jHOg4IY4cx1d77O/HjPOc9a1thkNDmoRlFvJiRKPRod1aoL9+A+cczU6KEkh0jNKKmJiiKFhfX0dsQr87orOwRqfRJctzyrLFk0/sETWGvPZ1iyz3chqNnDe9aZlHHn4HGxtv4nOPX+bxx69w6dIN+nsZxlgipVnutFno9Gi3F0FHnG8v8MADr6XT7LHcW2VpZYW00SPSbZQWjCuw1iJVvgxcDibHOqHVaFSdVFijRSdt0tYKiysnOX/fg7zpdV/J+tZ7+cjHP8SHPvw+bq1fIx9l5OMCnwgL7Q7LqytkmWEwzljf22WhcCyvLb+ovhGzOOzXANULV+m8NVk5OChM6Uc9sNZzpwNh5AJThYSpMqRqEjVDlmbqckDRqUuRWrGY0VxmTA8zw//0uPo8B4jdVLGSWvmpGQ21dBzonSI4LgYTVU1QPOKCsjIZ6qoIs7rT9Dh85VwZyF112arys/C+cv4TlPfV+jY1GfNVw2ks4btpO1T9tQi67pCrJIU12Zptifq+fLniuUjR50Oa7uaYuz9vrYB6oM5bMmPekkCI6smCVP4yadSjbKySjTO001iTIWqLPLtCsyEIFmvD5NUrTaQtZdHHlvsIZprALUrQcRcVx3gyinyTstjAuT6lLTC2ydravShpIBIH/xbGOLuBza9TFuuU+QBPCShwVeYY3SRKT5M2z6OTZZxELzrhiXXIPO7xRJEKZh88xjiyzCFodKTwDrx3lKUnz8Dmgssrk5VzIU+OdZTGkpWG0jjKKjqqnggoJdhq8qBUrRzX6q8gkiDi0GJRYkLy3Uz40Icfo7COr/uGt3L+vtOsWo0zYEqHSEqUKB55/f089Lr7w7JLo4zB/pjRMMMai9JCq9mg3e7QbreIIkUc94jiQFi16MoBOZgbjbXkhQnh6kpPcumURRmijEuDNSWCxxo7IUZFUVSTsql/2nQNr/C3OEuRj8iH+5RZjjWWwpSUpSEf7ePNmF4zQprN4GfkQ6bk0giRqgKKrMIYKJ0Jz46zgdgL9Pt7JElM2myS+pBHqTTutvf/joTn1MnzrK/fIM+3ERStRo9mq0NW5JTDIWnD0usGllzYkmZngTd9xdews7vJzRuXubK+w8l77+cNb3wHjUaPIhvh3UU6zUU6jRZaDI04oswLtrJNvFYorVnopbTSE2xv7bO7NaLXTUhTRVEOGOUZ3YUep0+fIlIpea5IkkWarSUUCXleYKs1t0pXEscNTF6SFWOiVOh12lUYnybPM6y17O5ukY8LOq1tOr0tmkkTW5hgu9Qlu7+5zv5wgbe8eY3FriOOc7QSTp6IOXniXt72VecYZ57d3ZytjQEb67tgYxYXFzh1+gTt7gppo0MUNdDEYRmAyIMo8KbKeumwxmBtxnCwz/7eJmY8xBrH8upxjp86g4oSnFfYasE462wlWyasLJ3gXV//rbzhDW/lV3/tF/jP/+lnybN90igmH4+4fuM6Fs1+kVGakm4UsbZ6ku39zReuN7kNDjtuTrZPdwiTWJnuPyVilb1/Vjm53UAhU9JRKz61IaZWPRSzNGr696G5dygzzJ+BsICmqk1E1KH0vvJhOXit4RRy4KTV7pWyA/hwZjW5blWlrZfJ0DbjF1iZosKZpL446yeZoUWm5U34HlXm8+oc9XITU8PY1DF6UphMNLYJmdOTD1UbMFXGJsLSi+xsWuNufHKeK1rqhcDdKD93qw7dHnW2Gz/zUz1DvsD7IdaOSeIYoQk0qHU6pXVYaqazSlnsoiSQF+dypNjFRUskjTZ5lkFlRoi0x5khuAzvSrwPPmISJei0DSos1ZNnG1izjbVDrE/o9c7TSI8RhpMC7/rk40tko4vYcgNfjMDZKlxaBTXEG7yOkXiXVleztLqASJMXm/F4mW3LoFY6D3kRIqvKEnQkIY2D8cFUU4ZB15UOW1gK6ymcoywDUSisD74qlaNyiPCqTXcc6lymaml4Z1RYw8o7kkSIVIJxCR/5xAX2hwVf/dbX8JrXnuPEiSWcXaAsMqJGTJQq4qZGi9BsRrSbMUoaKAlZ9MO9LjDliCwTRHLSRoSOIpBGNZaEfjcvymBmc1C6kGbGmBJTFJSloSzLyl/JVsqcxnuPNWVFCgu8szhjqNNciHgiHZaWzYYDtjc32dveYTwaMBzn5KUhjhQaQzONMGVJFFXKtkRYr4hyA2LI84K4UjCNc5N2wwvOwd5en0YjELzuwgKe8W3v/519eG7dYGt7DxAazQbxsTbbezuM9kM42fJCh1G/ZK+1R8QC3V5Kp7dAb2WFuN3micsXiJtdWs0V4sYC+AGO65TG0Uha9NoxzTg4gRkHo8GIRqNJp93m5GqbU8cMTzx5Ge8N43LM3u4eZVGQpJph1idtdBHdYnFxgaXlE0iU4quBSeEZj/r093Z45pkLiHhMWeB8k2KcIYT8POFpNDib0WxoFlo9Go0uRVHQH2xTFAaz6/nA+y5w8emLvPUtZ3jFuQUaTUekPUrHKBXTbmhaJyJOnVjEupVqUbYGSnZRkcO6EaVpkbsGphScTxEV422OtY52s0mkE7Q4oq6i1WhQljm2tOR5yfb2LotLK0RJSPXtK5nVGovBBJu0j1ldPMt3fMt302st8FM/9X8Sx440UpgyECtvAnuPo4jTx05AWXwe3cbzw9QHIWDqz1LPdagczQ4alKqdDvwKJ6gH+Fp5me5Q29pnCkNkxqxWKUrPgp8ds6cKj0hI7hXEn6nZaHrYbHnTQakmCzXzmhCx2lQltpqJEzoQFFSLBKrq+ryuHPdgMntXWmFtcODzyk3rVCtksxdU1UPVypgwUWhqnlObrur61hrBwSacOkLXypTgp2Y6wHP4vr04OIo4H4WjMhvPnuNOxz3XPndbz/r33YSj37FOB5RDqkiWkvHwBoPdJ4kSodNbI01PodQC3ieARnRKURJm9i5HUNVqNCOK8SZp2saM6yiq4PMhNg/qckV4lEpQUQuUxruCfLyLLXaxro/FIHqFTvcs+AaQY/MblKMLmOIKJt+gKMaYUlPkEbkJId6iGqBCgr8oEZZWO4cU0hcPDocoCcsmVD/ee6wN4eJ5aQl5iCq38GrdLW9ttZq6xxMmqMY5rA/rUtX3RkchQMM7W/m5MJm11KpqncbQYRBfrfBtQbTgvaY0QmYdn3nsGTZubbKz+ybe+Y7X4l1BUQzRWmg04rD4s44QFZEE2yRC8NErSxMm1KToaIV2ZzkovbrEK4+OLGXpsKaKghIwZYkxBaYsscZirSXLMooiR0SHpLgqwtqCPC/AW4wpCMtmWFxZorUOK7ALWO/IRkM21zf5zKOPcePGLVqNFCcaFSe0Ww1S5dBxSp4PESeoSIcyTIgyc9bibJjYWxcmfZPUAIT3aDzOuHr1KnEcs7C4RK/bve39vyPhuXLlEsbqMDDj2dy6RapTzhw7w8rCCp1WEw3sbu8ipOQmp+dzmp0FOp0Gx46vcvHpz/HUk4/RXVojG/fZ2L1Kf7xLnMasrK6h/ZjCFVjjSSWl9uWwzpI0UpI0YWNziMQJrfYiZVQwGhQ8/rmLWC80GwtsLvXpdm8SN1q0W23arQ7tZgu8RWnN0soydrugMIb+/oBOs0G33aYoCvKiJNEpSRxhiiFKDO12k063Rbun0JGl22lgzIjR6AYf/OBFnnk65TWvPcfaWoNI50Q6J44jlNaIRBgXElAlKkJUC1OOMWYR6x3GQqOxRBx1keqGah0RvN1Dp+NtjKVJXtmJlRd0pPGA9TYs8hZ5EqUoraesZEclCYIi0Snv+OqvJxsN+OhH34ePSoqyYEFiYrVPFuecOrnK/feeRdvsC+pA7hpHcRmYOvvO7DAdDNQBMnPwwKM318dPBpzDY82hY5490NSyc00WQqhpqFO1GN6BCBmmBGxyeqkS/E3NTyAzrhgysVVD7ScU/Iu0d2jxaEIuENHBmdgBxoGrViX0fhrpUZ/+YHyaYmL6g+kiiUz53mSQkUBiah+dSWJDpJ6KViTNT7jQpBxfXeuXEO6cluDuBtXnIj63i7g66vvPD5WO5qtophkO6r3DmBG22KOTZmTFBuvXPkOU9Gi17qHduZ8oWiRKUgYDG9Y08nHwCXIG73Oc3cEWBm9yRIc1DwVHkQ3wboRzY0CI4w6iuijVwJYDTLaJKUIEl5MWvYVTlePqDvn4GuXoAja7QVn0ycuSQaZwLNFbeIC1peMkaQcdtQjLUXhKKzTSZUTHL4l53VpLHOmw7EIcIs7CpKIy75QW5w0AkdJoqSZRSoXFqSNPbASnwtIaXoLyQ5h/hhQSAp7KbORrh9s6NN3NPCsWvMf7YLLxDkQ7lDVYZxhTsrc35sr1X+LRR5/iu77rmzh9ssX+cAdxlkgrXBQcsL1zKB38ksLyGQlapySNJRZXTmNMijZxWCbCQT4aMx4V1NHmxpaUZUGRZ1hjgtpV5BjriOOYdqeNUhFXr17n137t13nqyac4fmyNd7zjqzi2toJzhqhSv52ziHeM9vs8c/EZfu19H+BTn3mSVz38GtZO3YfxGgMUOB7/3KdY3x6hEVxeoEXQSmOdZ5wbBlVOO+dqB3A/6b/C5Da0YW4K1m/e5MzpM9xz7/nb3v87Ep5ud4nSUNk7hVjBYrvD8eXjnD15BvBcvnGVze0b7PT3WVpapNvfQCRmOBqyfvki1y4+zft+9T+T9rps7d2gkZaMR0ParQUG2RhvBkjsKU1RSahCXhT0ByOiKMV6GGeGViEsnzhGvz/k+rXr7PV3KPIc564g6vEw2Ium0+mytLDCyZOnuefsWc6ePYuTgsef8Oz2dxB8tZp6IEejccbSwhJlnmONYWvrIrkZkjRbKG1YbjTotBKiqEHRPUZetDHW8NRTBVovstDz2KhESVxlbi6Cw5s35D7De43WLeL4GMq1aKZdkriHJwYJCdlVZdvFV6vhAqKERpSAsmHlFh1RejdJaG5MQZlnWGdJm11cVmJMSZJ4rDU0kgbvePu7uXD1aZ6+8TiC53ivw0oSMypG+NizO95BNV6imXn1e2J+YWqumfGLndn7kD/PxFTka0no6HJmZtbPIllysPwJKv+UWjWSykA8O7DXNvhANmb1jlCViTmu+uyqXDc1eZCJhFSrKHpCXLwLBCgSTysWji93Wem2aLcaiFJYB040/WHOxs4eu/0ho6zE1XpMnUl1tm3r4K5KUaqdkt1EV5pCMRMiXF/VzM2pr+TwraiuimctDf8i4YVSX+50ztvlyjnqmMPbbqcoHcbtogCPKKnaf2rMkjqyzltG431iGZFEhqTlyMY3GWzeYrR3gUbnHtq947QaLYb7GhFLhIBSYaasM0w+Ypzt04yPIT4J/Uo5wjHG+pxEt9CqiY4WiXWLbLSDKzbw5R5oTaO1SrO5jDV9stEVitElyvwGRdZnNFJ4fZzlE69kefVBongJaDCxWVXtHDKmVGtT8eITnjiKSNOINFYksQIfzDTWeax1gK0W+Ax9gK9WJddRFFR0INIm5KUSh1c+KF116HnVaTgLIg5x4Y1zlYlrmnNmRkGu0lqUDnAWwQYVzwnGgjeOj3z0IuvrP81DD53l9MkFTp1c5tixJdLEoHSBd4Y4CmtyKaVQ2uO1CtF3xQitC3QExpV4JRhjUaIR5SiKMeNxRl7kwW/Lu6CKK02i1MTivbu3z7/7dz/Fz//cf2Q0GtFIY86cOcOpkycYjfLgnuXC0gXZcMitG9f53GNPsLG+w0OvfgMnz5ynVG12B2NEJ3hbcOKeV7K5scH6jQs4W+K9DT6MPvjiFNZhHRgX7pExFu9nTPEABL+f/f19trc2ue/8fbe9/3ckPGmziRtmOOuJnCLxMceWVzl16jhxorh4+RnWtzdpNTv0B7tYV5AXI0ajERsb61y/cZ1OO6XV1GztXmN35zq4nCjSwdkqT+k0E7Care0+3VbCymKXRIVVa62FSCckUQJWEDRaxxTGko0LysrG6PCBfXthd3eLazcuc+XK0xTZm3n1Qw9x6vhJtnc20BoG+32SOKYsCpaXlum02mit6XRSijxnd2/A5ZuPUzpPp9sky7tY32Oh1wIvlIXCmAZx0uCzjw+JdMbCQkynlaEZkSQl7UZMoxHTaLdRqkOarOHdIkKDRtRGS8gJZKwB5zGuQKsgBQbDjg8zBmeDPdaDjjxuMhO3lEUZJFOnMLmpXh6HKE+kIvKspNHoce4VD/L4tcexzpD5kpKCzBY8c/0yWzvbtBrJF96LPBfEczCaKGyeTVwXvjvIZ4R6LPWz42+tAzHJyDzjQzLjuzvz1eHBxU8G6frQWXIjdcdVqS51xyQzfx95mTIdoNSENFQuvROlqiYJ4YUVpVAeUoGza11Or3bppkIkFlfsYnMLUUqj1eHkQpd7VzqMcsvlm5vc2h6wPcqZkqhq7SsUXoL07qWe4auZVqzy7gBVvlz0RMWabJrsHyxmhyU1qQbio0LVX3jcTlG5W3+d24Wc30mZuR3xud0xX2jW5IOJB2GSf2eiIE6f0Djq0Fu8h42bN2jFJa3IsdBqY0WwusS6q4x3+zQaLRINZWHwWlMnvFLeg3IosXhTgCRYUXiJcC4NRDdqIapLmq5W4chbeNtHodHREu32GrYckY+3KUY3KLIdxnnG/lDTW3iY0/d8FVG6BpIQUlnGVboJPzG/TPNkqbskgV8YtA5KVkNrFloNGkmIGBvlJYNRBnXkkYToJRte0vD8z94y8VWklyKOIlSVdjrkrLGIrtTW6t5JZZqu84dNJ1cVyaaeaNSqr65CykPnVJTCk0+t8+RTt9CRp93V3Htujdc8dA/33rvGYq/JQi+h3YyItZBEMRFCOeyzW1xBrS6gWEClgorC9UVxRFGOsL4gTiBttMCDMSXOGbSOKl8wRVE4nLecPnOKY8fWsNbwyKtfzbl77mV3t09Z5DQaEQrHeDBkb2eXp566zK3Nfc498FpaCytEaZutvX12+0MazTZpmlAUcPr+V3P91i32+8PgO0aIiLPOT/yMnPc4G8YRmcyQKxJZ9U7WGjY31xmNPs/FQ9udDv29fZpxk5PHT9JIYq7duMkoKyrbpedYlZlRUIhS7A12sK5kL9thv9ijGSU4n9PrJmhZIFZCnCQM85zcGEqb0Gq2aLeXcTYjbbRppwmRitG6RRIZRvuOKNI00ojR2OJ9WExTR2GWbJ1DKUEpjTGCaM+42OfJpx5jPBrQbMVk2ZhIRyz0unRaLSQYZuktLNJqtdGRJhuPMB52x/sMxgPGpo8xfawfYNwK3fYSzqWMBobtnT2yYhRsqpGhERccW044d88Ka8tNlOqi4g7QJM9zYp3TbveqtVzsxAlXVSnBnXWYoiCOY9IkoShKCm/xVRhxXhYYY1BKKhLkK2VCgw+qkBJFWQQGnGUFeZGx1O2RiiZzOYNRPziWGUdZGG70b9Lp3D4N9wuHmQF/VjyAGcIz9eeZDEQy9S2ZbGeiq0xOO5n9zsSCTkwzBzpRP+NgOyPJVPtPYq3qAUZmdmDaOdXv2uwwH8pxB07rJ//V0VzTFZp91WEq72hp4fyxVc4sC3vrV7i4s02n26XIM5RAb6GDGdwiEk2ZKzoLqzx4ssupY8t88qmrbO6PERVVV+jQVDkwauVpQlj89FZQDTy1T9HMtfgwXZ1umRCDZw9IwcfppTNp3a2K8oWc//kqSbcjQHc613NGhiEEFXC6pc46G8LSG7TaZ1heHbK78WEiX+K0Q6IEjybWjkiN8UWJ8galLBaFkgYQnIajKEFUD2cgSh2OiGbrJM6GqDDrLDo9ThQvMhpcwdk+UKCiHo3WcUQiRqMNKMbYokGRr+JZ48Tpe1g9/nC1LlfI8VK/W5OBHZiarKf5al5szmNtQStJWF3s0WsmxBpQikZiSOOEja3diaXBO7DVAr4hs1+IbfJuGnqtBOJIo6tlKLCEyKxK0VVKVV1A1V/NRiJMLlaqFBNM+hwvEnLgEBxza7MmYhHlKa3j8tV1bty6RSNRtNsxx44tcmJ1iXNnT3H21AkWui26nQjciNH+LmnjNFqAai0xj6fZSul0dVCZXBg3jNF4H3LwGOMRiVDakRcxb3/H23joVa+kKEqSKKaRxojAwkIXpTxlPkaA/f6Am7e2iBs9nE7Z2N7DSR90hLGG4XAf6NBIUvb3hZNnzrOzvVH5FFXJDS2TMPl6gjolh0zGkolSpoSdnR2efvqp297/OxKe3a0duq02xjgG4zGD8Zh+v8+t3T26vQW67SbrGzfZ2LhFd6GHsSXrW+t4LHlRoFMhL8asb9yg0W2gI02n3QYUw6xEiWY0HDHYHyACWgvbuxnr+S7dTpf7zx9DsHQ6DcZZwWi0zzgb4DFEsQqLvJUGcVIlLNKTBUxFPIPxHhvbCSfSY/S6C+yWJR5Hr9dBBG7duMXW9h6LC0ssLi6zu7vDbn+LMhsTKU1pS7Z2MmxZEKkWzcZxIt3C2D7DQYZxjnHhycYZZb7P+i3N9ja84bUnOXH6EXrdHtZrrEvJMkdiDTpKsD7kbJjkRPEERy1vMcZhbSA3oyzHezDWIHi0ArTG5GHJDOsCt3U+wRHhnFDkJVKRIlNmOFviSoPyQpkVYQkKQIuqbNQvdiAoU5OHVIOBmhWvKwWkngmpykl45jCoO0OZ2XjQ5DQ7Zh8wa02+DzvUOscB5WdGFnqWjlFPSGsbvA/EaqpUze4dCFeVpWamfJnMEGuOobxCOyHyOaeWOqy2hWK4z+ZmnwuX1vn0o7/Okxev0uu0+cavfQNvfvgUku9TDAtavVWks0Bj5SQPnl5m+OQVbCRkxoaOzDtwUqk6tb+Qm1zPVBGT6UVOoh+C6jRpYR8yMT+7ZaYNL+oLjUZ6bhxFEF4ox+IX87xf6LmmhOmwAqQQGnS79yM2o7/9KVq6CB6dLvSNXpWIOLAl3hU4lSJRB5Rg3BilOrS7Xby1eJXj0STpWbxv4jFYb0lbi2Fx6KyPKzN0FCO6TdxcZpwVIQFfmZAVmrFts7JyjpXj50BF9YyGWteYPiK14/n080sg7tQlh9UBmo1Jkj6HR0eKNI1pNhPy0TgsfGk9xoJzJiguEuYswYtPB/VFBV8660GsD7ZvX62rJRICcT1BjfZ1Og0VgiwPODZXE6FJAEGV0dxPJ3YioVnThqbZUiSpQsUOHSmyEi5f63P5cp+PfvwKrVbMwmKLpV6be86cYXVth/d+ywMsdpp4pVAqAudQkcFRYE1OnpeYspJ3JUSqRTom0gnNRkQjTel12qwsLWGKsOJ5EkcoVaWB8pbB3h6jwZhbG1sMxzm7gz7j4iaLSys02m28cWgR+v19nHXEiz2MsTTbHVrtLoN+CH/3ItUyIH7iW8jkHZiSxom5t+rUi7zgicefvO39vyPhue/UcZaXV9jtD7hy/TpZXpIkKZ1uD2NKnnnmGbAlaTOl0W7QbCaIcpiywBaW2AuFtQxG+2Q+I9JCI0lYXlrl6s1b6Cii1WgyHg8ZjzJEK0bjkjSOcD5jc2sXcSFMcJyP2b18gVGWkxdjdKJQJjh8CYEsaRWxtnIc5yzbextYDJkbsd3fRqwwHvTBl9y0hl5vgY3NXZyFmze2SOKEKBacG2NF8FoRxxHGWfaGYy7f2MSrDiuLDisjxmYnhOcbwzAb440ndU1e9cjbedNXvo1Oq0tpSkR74lhw4iidQRtTOfn5Kqxck40zTGmqkL/gj2FNWJ/FQ3BStGWIplGC1oo8KydhkEli8UQUhcMYT9pI8d7gXcn6xi1KZ1GRCrZm74mSBMFhva9mIy82amIBM6rtgRlO+Cizu9VUKOwxITFMHu76mKCthI1KZo5hpliZIUiVLd0dMmlMNR7qCdpk5d3Z8g+bFyaleJikya/sQh4QVXdyUoXKO7R3tJXn5Noi2o35lV/9NXb3hxS+zSseej1vufeN7Pzy+/jlX/xFnrry8/yh3/12jrcsUVmwuLhHo7dAOd6nd/JBzq/2eGqzj9LBL4w6T0W9jHlF6KamOakc/hT1Aoq1ija5yEOqz1GEZ2qOmPXweelweH2q2aSKLxYBe77RXl/IfgevoX7wZ78X0A3ai/djbEGZXSbWGcqHTLleG7R2KC0o30LpVZL0JF5HKFfgSYn1Mko8JbuIVzhZwNqQCyxOY5ROybOb2GIMpHhpopMTFGWEdxGujMiLAWM7prN6kqVj5/CqGVRsKYOjtFeT92n2EXoxfLKeC8ZYsiynNJ4k1RhvQVS1OK4K+ah0teSKqVYdt8E8rIRJShOlQkSlV35mGZbgH2qpJ2bT51MFpxhAKvcLX+XYCgn1QtStr7oRV/UbCu91mLB4i2hIYk2aKhoNRdIIPjhKh3W5ytKR5ZYsM0T7EVdu9IkiePLJW3zf938TJ06fIWm1gj9M4QnRaCWIDU4zPqyrFsQsAa9xvqSUMDl3zqHwtBoJ0kirSaBDKyGKgoO38sLNGxtcvbnBhcvX0XGTTm+JOI7otlvs7Y/AC2mkGPX3aKUxWin6/X0WFpYZD/tBSasVM5mm1Qhr+AVPxHq+OVE9a2XMwWB/cNv7f0fCs9hu0UoiWsdX2NnZRAmcPn0abz3rt27R0hGtzgJxIwYdHqDxeADOE6GDE5hXGOdxxlJax8b2DknaYu34GptbmwyG+4yGI6xxiI6IoxivYX+vz9P50wiK0TCnPxixPxqTFUWVM0LjxOG1J9IRUazothZ48P4HEe948hnPzc1b7A62yLIxsW8QK0ekIRvn3LxxgbK0WFuZw7RHOUVpLEWYINOIInQcg1f0R0MuXbvE3mALrS3jcsg4H2NKT15YmkmHt331O/mKt7wdnTQZFx7nYhBHoxmRJI5YtYhUiqvy5xhT4gWiWIXOyzqcK8nyvFqR2pPnBWVZkuc5RVnivCNOU5RWaIEkjiiKAmMs1kCUNIldcF7b3dvkyuXLxFFELZtYFxh2t9cjjmJ2dne+4E7kbiAcVGwm2w9Q9MlGwpbbd4Q18ZntULynUjj8Af8MNelQ/UQp0lInMaxnVdU/L5P9p748h4d7YXZLffpZwhCud+qYGCxkHlU5MkbKcWxtibwYcfGZG/zGJ69waWObnYHnVTccZ86eZtPEFO01Hr1+kR/9t7/Gmx84zumlJqdX+6wttVnZ32c0MiyffCVLjSZbZZVA0If5/4wYxuSK6jah4jRM61qnwpfJ1RwapQ7cwPDdpA1fZMpzFDE4bDJy9TLUh/BchOOwP9BRZT1fAnW3OXief0RZdb2T+xsjepH24n0M+gZbrWslRJROMB7iuEfcWEHr41VWY4XHIi7CqSZWAJUg3uKIML4EHMpqpCiwhSFprKHiUzjVQOs2tlS40pPnhr1hQXtxjWPH7kN0IzwXHryPkImTsjvwLN2tT9ULjbKEnf4YkS2Wum2SNMLjMNYxyjLGRRFaV8KE13uLrdYSUzr0DUrpWuqZRIFKpYi46h2aNXkrCceJqv2UAkGp/YCwnpBU1FVia1gEtA48CA66FbHQFeESmaxj543HFCVFbigyj8nBYkL5cczr3vDVvPs930qj3Qnu0C6st6hVRGlysrwkzzKyLA+h914IOSc1WqeIcpOEg+Ha/CTXTz3JKMuS0nuyvGB/VLA3yLjvgVcyGJVYa7l58zp5NqLV6qCUprA5thyxs2lot1NsWRAnMUoFMWA6s63asZogh/ZTE6Wtbp/63Z9p9iNxR8LT6nRxCHt7u8RRzJve8Bo67R6f+fSnWeh0eeDcfZw5fpa4kdAf7dEf77C9u8Vir4cpLDevrWPsHmiFiiKsNezt75MVF1laWcGLx7gSpwTjPdoYVKRJY02sE0bZiCy39PtD8tyB0qTNsBSCKQpqG0HSiGm3Wpw5cYazZ8+wu7NF2opJGiHc8sTKSc6euA/lDDeuXyZIcS2ss8RxzPLyIs1Wws72FrfWtxkPxhAFRhnFQUXRSpPbAbe2+mHGHl4Lkiil2Wvwnnd/K296/VeQxh18MLoSRQ3iOCaJFUVRoAgLtGkVPPyV8xgTcgLFiSIRHcLLNcEhO8txJifPc7SOeOKzT/GZxz7H6rFjvOOd76SZxJiyRKmwRk0UazrtGNGe/n6frZ0t7j9/HsRwc/Mmu/u7IXwxEXRTcer4CVxZ3ukReOFQM/J6gJ2oA1BHLcBE6znwrMMMMaqdfSdfymRwCcLEs2eNdUdaKzhepiUFcjRLTA4pOpM7XZuG6snELBGo95vMRQhp/yqnZ6HK9+EQD5GOKMuSTz11hcuXbjEuNNHSq3j7G07z6ONPcuHyVZ6+eJnrWzfY7O/haPDo9QFXNy9wupfw0JkuX/XqU9isYMF6OkmHlBUip4Ivj3cTrjIJRa9rNmmreuu0vcOWmWzMtVM4dSbsg4rDNNT2zuT0hcDdmJ/u5Ez8fI5/ocxnd0t66jo+d3lT4l5/Dl4lCXGyRndBGO83MeN1nB/ipSCK2ujkBN4v4qQDhHwt1pRhQdyoUjiMms6gRQhh2lAWFlE9pNGdvDfWCc54xuN9tvc2EZ2ydux+tGpXNawTJtbVPPgy3+5+vBRKj5OEcelZ3xmwO8iq1ziYn+IoCuq7TMOglYScPfVEYBKpiZ8uKeGCClGY4KpQW6mEMAGLlZ4sXaNCuCelePLChDFIFFGs0BIRQvU9xoY8P3W8u1J1BFiI2izLaqIXBUfpslAURUSZO0zhiCv/mjNnz/BH/9j30V1YY5QVGCvoKKylaIqC0pjKTyfk2bGmxDvQOuQHEuUpyxxXBmuK92CMCWqPCuTJmNrXxmM9dHo9nIdxVtBbWMJaw3B/l2tXLwcOpjVxHNFotkl0TD7aB28xZRGU92rdrDpvmFTtXT/+Smlq94e6j9OVYg/UM7kjcUfC87FPP05e5lhnOH7iFEmzw1MXLpE223hX0l1coL3UJS8yijKnLAp6rRanjh+n0+jQVCmf+MzehPE6G1h+UZZsbG4SxcHhMdIRBcF8Y0tDPh5jdLD7NtIU04KyHAZ1p1rVVSlFI2mExTA7Hbx12NJy69YtdvY2MSbE9B9bO8GbXvcVnDlxP/kwJ4laDIbb3Lx1mb3NTbq9DvguZWHY3RswHOUkSUIcBx8LZYNJLU4Dsx6NxuSZIVIRrUaLpc4KX/P2d/HmN76VSCd4J5QG0jRFqwTxGldCGjUJzL6yUfrwgASTb1jbRQTiREL+FaVJ4wbtTgNrQUUJP/OzP8fHPvYxvGhOnb6HN7/htdjcolQweSmtyIucnd0NPvfk57h56ypveMMj5GXO089coCxCzgKjbHhZyxIl6k6PwAuDZw0qgnhXzVxmH86DHeNBRWX69wHyf6AYCWRTJtRmUvYBfx036b2eVb+6tLpzk5oczfyW+jxUpEDqus/WOEjRUnVYta7ivGCI+PDHP8tjn7uCUimt1iJZ4fjMU7+OjmBj/Tob6zfCLM1ajC0xRIyGhp1+xnhsOL7chaLANlvku5v4hQ5CmJFKtZinkprCTGdDk5b2dZRbrYZNr2nSZtOGRQ5d3+yg5Q7foi8RvNAD6PMhMIfr8FzqxUEiesczUlPT8Cm8R46YKF6ju9DBpCfI821K20fpJjpZoSgkmP+9B0LOFu/qrLkWZyrfDSXgE0R7bJ0nhiSQFjF4ZzB5wXg0Znd3D520OXffq0mTDko8UAVk+HqRTFsRYj15RF5KE9ZhlFVcgXVCYSwQ+t4k1iGcWynAVSu7O4iqZJ9ltVCrOLwzIVTaOEoTCEq95BZKB7eDijg24phmEiOETPq6Ijw+UhQanCnpNBvB8RnBVMtV5KVhkBVkpQGpvQYV1nhyPGVpESWgHdZbrPFYI5iySu6oIUoTvum97+HVj7yOorRVHT0mL1BClVxSUJJMAhW8dyHSzNlqeY2K7EmCcFBF9cZibEhQ6GwwrXnraKYpa6srPPn0FbJxgbUGZ0pWlnpcuXqZ/b09rLE0mg3OnT9Pv98nz0bs7W5VYed13qIQlCMAqlqzS6mpj2GlmNX9nLhahfo8Cc8zV24QJYpWK+XK1StcePoSHkUcCUkMVgqeuXGJ0WiAViFXT7uVMhp1SGNNWQyJI8/K8TX2RvuYIkPQKFFh1XIF4sJCZ9ZYyrzEehiOchqNFO88sRaOr6yEBTH7fRqtFuNxhvOC8kIrafGKc/fjnefi05dY33iUwo3wPqeZJJxcO8m9Z8/Rbi6SqZKV1ZN4b1jqLWHyMc1GkxvXbrDbH5AVJWkjpdmISbSuwvMg6UY0ogSlBRqQjfo4a4nSiLd+xdt4zcOvo5G0iKIYpYQ8LxiPc9rtYNcM0RYq2CZVtQgdEtpAhzDzkO2zxNqwEizVQnNKNLFXeBXxe7/z93D27D04UTz4ivvwztBsxngMUkYMhgX9/QGbW7tcunydpy4+jlae3mK3SjoGOopopE3yLOfpp56usk2/xKjH1aNcFA73hZN9D89unz0ABYdgNVE1ZJbMTcQMmZiwPBCcEettHOiUa1WoknSmZVdqR1CdApvxfuqkXL+EtTbknMMbj/Oaq9fXeezxp3n88WfY3SvwCkpziSROSVLPlcuXKMqcpKlwmUWsIdZCVjqs0uyXnlsjx9UdRyyeUbvk5IIQaUOpBJVWERYocMHvYLJgqq9NeqExputqzWRjPtS2num6WpNrhgMdn/o8iMCXCp6PGeW5cuvcab+7KeP5EYHa2T9ECoVEkxHoNnG7RdRYw5ox1pY4D1Ec8syY0iAS+gErhtKUqIjKrzA8sToKARTOGKQyY4jyeGso84LhcJ/+fp846XLu/teQpr3q2altMOGJql6wAwrjYdytr9MLBe9Cml6v9CTNh/IerwjZjhVBOVCCV2qyFIVUbgeu8pUpjKUoDGXpMU4IUZGzy4AEf592s0kz0WANVkJYvFKKOI7xvoHGsdBpEikB5xjnplp6IUZHMXZ/NDEleU8IdvEEd47qn3XB76ZywwEPsYLu4hJf/+5vQkQoyhznVUgPIB6tQ79mrcL5CO+m77urVhrWKsVaHwiNC8kQvfd468izHDfxRyUk0HVVfh9nue+eM1y/doMkFpq9LtFqlyIfU+SrZMMB40Gf8XAfU+Qh4aoI4+Eo+BRO+ls18xgFhT381N8zET+kMjXW63zdDnckPJFWtNKURpyQ5xk4S7vdIS8zvBZ297fIxxlJkqAjIUpSRnnJlVtX6I/2GDOks9Dk+LEV3KahNAWYEFNfZCHJkBKw2iJeaLbaCJoiz4niFibPaKYNus0GWTulLGJEPIkWlpeP0Wl1GY5GxDoOCodoinJA6QtELK24zfr1dT75sU9w772vYnn5GKura+TjPRY6TTSKvf099vb2GY7G6FiHtNmZI2400U5CtEuhcLFDJxHaa1IdEamEN77uTTzy0GtppR2UhAc5ijU60oxHI5S2OCzexTgbo1SVsVN0ldczyHCB5JjJzZpkyK0SykUqZJ88cXyNb37vN1ZJmMDZjEhDvz9gc2uPW7f2QZpo3eSBBx8mL8cM+gMwhlRivE5ZWlrila94gE6rxZNPfI6NWze/sB7keUEmZGGS2C/oxnfwADmsTdQOztWnemD20/WyavPUTKmTYutjDp9Z1crTJFS2Plgmviv1HrMEATnovVIp3kycl32IwPNeuHr1Jr/+Gx/m4uUbZEXJ/nCf3BaUzqG8YrHXpNFM8DjGwzHeWlIdou9iHebxhTi2xiUXNjLieJG8v8DWU2Ne/1UnWVrosLu/BSo8R7qK2LIzREWp2k/n9q7GB0w7M6TosFLnA3t6lvrzYuD5+nc81/53Wu7hKPJyJ0Lz+Sg/n28dZ8sMBNSBDwuKerET06LSikhHSFlQFiVaKbR4cBllmQM2rGhgM6woxGsiHeN9lfLXK7AR4g0KH5a4GVsGgxHbu3u0uj3uve8h0rSBiCW44tfpF2oTaFgqAQnOsOH9Vwfa6yVXe7xFSxj0K82ASIc1qajXgopAx0Kkg5+xqoIO8AprQCsXlJISynry5KuMzc7hcCH4JNCHSSSs0hJy5MQRaSMlEk8jjeg2Yur1y0vj6Scp/VGOpWB/XIbgFT/1DSqDN284vxOc01hfr5VWk4OY8+cf4OFXvwbjLEorvFPEKgppHsVhIazrWJ3Du5BCII40vlqw0xiHc2BtSWlLrHGURVjo2pYl4gn5epRCWXCmQJzhvnvOkI3GPPrZx9jb2mO/v8P+YJ9RVqAVNNKUPM/wLqwSkNtAsKnWzBIliFYHexVFmLDWrgdSKZIq/F1PeO/0SN2R8CiEIisxWUmcaLrtFp3FJvuDEosjL0PGybw0pBJRlo5xPqIwJVmR0Wg0SHsNrm9cY5wXYdapBHGWZiNG6ybjUQlOk4/HxImushRryszjXVhjKDc5EhmiBCIVgXEkiSZpavbHhseeeoxW2qG72CVuxuwP+mSjDFt4xnafS5eexHtFI2ljixIcdJfWILnJxuAyNoK0GchUmkQIEEcxprAoryhGJaOsoLvcDV27b/Cah97MO7/6PSwtrAWbeFlW7DQhiVO67Q5lmRGyVNeCZDVMKkck4cXPi4ql+2pVJq2DucfZkKVTPE5c9eBVjsqNGCTC+5QsG/L4E59hfWMI0mJ5uYVzJa1Gi4ceeC3Xrj3BzfWrmNKy1FvlFWfv58Hzr6QsRlyNEqKXwqQ1+9j6g386pFoVvGYw0/rUIdwyWYizHnxlhrxUc10h+EXWG+tzVIP29HCZlD39y0NlBqoS9czUfWoQkklavyoR2YTc1OGmVVkzp6gdn421bO1ss723x7g0jIoCqxxFnpPlBVGUsL6dE2uN8hZcyYOvuI9jq2tcfPoZdvp77I/H1XIkBZf3Mo7fu8DOtqXlDN0bfZYKzerKcQb7GygMzoe8TcpLWEPogNnEV37sVfhrnQzOHewtZjIKVBbCqRoGMkmo9mLj+Q6Mz7X/3fqQfD7nuVs857ES9LXwiDnqvFSV5lD9H8ws02zFgnMFZTmgLPqUxRgtMSppo1VMGjdDOgtfIs5iijEY0FEjJB5Eh8mrBuMM3hqKImcw2GM4ytndH9NbXOG+Bx4mTUOKEQjPR5Xwor64mQtRk+flWSbmlxixCkv4BMkkBKxoIPIENcsFBSP42ii09mhxVdh1MF9HCmJtMHHooJz3UPn9FAZKC94bbClkI0VCmzRSaK3Cfj6soxdHmliESAmJDqu0GydYUYzKktIUCNMIKefB25Cdv57kTbKk+6jujMKCp0746re/g253geE4A3E0Ggk6ClFRZZGTlSWmLCmKkLxUSNCShEVeQzx+iAz2DpwhHw0o8hLnQnLbqPKlMcZQFAbl7CQbslae06tdPtW/Sewt951aZWMn4lOPPxlWX7eumuwbnAtKY60mi3dM+lwV1uWqnvQqKCVMBlRFcrx1k8ku8OzlhGZwR8Iz2B+hNCRJRJw2iVJBR5A2k5BmW2m8chRFTlF6ShuiiFTk2evv0G21iJOUUTaahOIVZUm73aDVjNnvDzGFZX9cMs4KcEHJ0EpTNIqwrH0SoRKF9xFx3ACERrtBlETs7vVpNFt40URRRCONSdLgEJxnOePRGFEa44S8zEB5Or0eg/0llGpy4ti93Nq4BQSp01sL2PCSG0OaNsjzMpjQxJKkBYjm/D0P8I3f8C0s9FZptXrBdujLQFosoD1RFJEk3eAcKFG4fiDopoAKzmYhC64n0h7rDUJIzS1asKXFO4s1JdZGaEmwpqwW9FN4FKKadHvHGI336fcLdnb20ZEjyQUtDbS06LaX6HWGNJIWadIBNEoLx04us9N/CRSe2z6AVfcdnmgmjslTPjM1MTGlHlMz0/TcStTkSZ/mspiZefsZpac2Nx2UcqZ/ybTUsOwDU0IzOX5ytoMzVj/T11d+MsZaitKx1x8iOiZtNMlKgzfBAa/dapMXJRD2Vd6w2O1w8sQxPvD+D9Dt9KqQUGg2GhSZZ5A7ru7s0+jF4Cw/+4u/gLOGhx88zzu/+k2hI1dRIM4EkoZnIoPX9T+S3s36nTBV3w4rXzXZOazBvRi4c8j20dteiEH18zVPvRCQSoe7zZcEBQUmK6X5kiIfkuf7ZOM6bw6URUmz0aWRdlE6JkqEsgSlI7SJGY1GpGmEYUQUJUQSh3xgZUGeZwyGffb2+ozGOcdO3MO5+19FHDehUi58JT3U/nlH46WYWD030iiMQ7gwuawFgqDkgNagEkHpsIREmkAz8TQbIQe+KT2jcUmkDbEC62K0jhERSuvIjCfLHXkJzniKvKBvIY0j4khTBzY4Ce4MykFWgKQRtvRkpWU4zhiOR2R5jqsWu5oEBSipzPuupsKhZUVVf4V1wNqdDm9961ehlcaZEOZdO2F76/A2KEZFlgPB8oBItWJ8WNk+kBEb1tgqxmTZuIoeDqY+XTktW1NgjcFYE/yaSou3BYqS++49RafbYX9c8OGPfyJEE7tg2XACeZ6H0P/KJcB5JisVqjCbDSYrpSdvwqw6ONv3Tt/V2zOeOxIerTVJqllaWWBxuU2zHdNqN2nmDcbjIixERljWvSxKXCXJ+ZHBlIqRAOMc50Brh7NhAC/zHJsIcazR2tJbatEom9y8tkWZh6R/xhTEaSBU47JBI24wHhqiVNFIE8ZZRhQ1OH3yHqy1XLt2lfUb14O0F3Q2OgudkCjQOHYHO/SHu/S697K0eozxIOP82QeJJOKxJz/Ore2bFN6hq05kNM4AjY41TRrhYTGaTmeBd3/te1jsrRBHDXQUBROViinyAkVgvB5PoiJ0EsLaD/abwTkNKtuvt2gVgXaItWGBSOumjr0u2M+9EvAl25vbqKiBStqouM1Dr36EB18Zsbs75qMf+zi7Oxs0mwm9bo+lzgor3Ta2KOjv71MUBaUdkzYcKrWUvPiLh95pIJIZ8jHxo6kJEEzdZmbPMUt2ZvrXA47JR9XjUH0m0VuVqlSbw7yfIURycDifkLJJRWbMRRPVp44Ao4rSihiNx+ztjSlzwyMPP8zHP/UJRqNdmkmDKInRugidmrNoHFpFtFtt1lZWMc5hRkPSJCaOYpR1NJtNRnnJ7uZNnrx0EVNaynyMybd58xtCgrFADGtH1VBdVS3a6HF1rrMDTYrUIldFKqvssrNRdL5quzpqh9sPy1/2OMpcdVT4+uz+h/Fc5q7bmsSqNZYmauZhpbRyNncuTNJKM6QshmBLYomJ21209thGWO26NEXw64rDulDWOhqtBUwp5FmGdSVpmmLL8F2WZQxHA3b3dhmOCu67/5Wcv/9ViIqZKrGVQnoH0ns7P50vBpmMtarCxHU1dfKAJYocSRr8U1XkEHGkiWdpMWZ1MWahG6F1UHFGY0N/ULK/5yjLGPEJzgm5dQxzwyCz7A8do5GpnJDD8kelD2s+WWspncPTot1oYKxlmGU4H1Zr3xtmbGzvkRlwoibh7qjp8i9q0lZVegJfL4UR+p3lxSVOnTxFluUURVgmgiqwxxiDKUvGo3HImJzEOOPDuFW7VdiwrJEx1aKiRREcrpXClJYizzGign+ftRNVyJYGk5cU2YiyyLj33D04hA/8wi+xsbODV8nEHymYQX1logouIULIoBJMUzpkm9Ya0TNrsFWr1s++D8HPaerwfDvckfA0mgmNVsiQbJwLUVKRYE2Iy9eRRgjh0M47vAleX3lp8dYzrFZjTeKI8ajEO4NWQjYeM84KoigQgmYnhWFBb6HNeGAo8zDbFVEUtiBVTRrNDoUpMG7MuMgx5YiFXkx/f48kiimLEL5d2LLKRpmysnKck8fvZ3d3n42dm6zfukG33WNnZ4Pd7V1e//CbefPr30q32+S3P/UBbm6uo71jNHJY69jd75MmMa1GizhKaLc63H/+lZw9cY5Ep8RRVDm4VWu0FNXTJsEGaZ3DExIFQpClg0NVYNQhS7LgnQINSdzAa42zCh37ELFWZmgdCGVeOvJ8zF5/l9G4YPn4WRZXOsRxhI41Z3rH6Q/P8Su/9CQ7eyVKQ57ltBuakydO4/xl9oe32NwuQXLWtzYo7UuQafkOOHLwmCU7As/yETmgooRfooLiIICb7VTrP/7/7P130GRZet6J/Y65Js1nyld1V3V3te+ZHm+IMRgAgwEJwhMksSQBLkgCJCXtkiIZQUbsSn9JsTSxEdoNhRQKSquV/pIiFAoZ7lJLAAyKG0MKhsBgZjC2vamu7nKfS3PNcfrjPTczv+qq6p6Z7h4A3NNR/X2ZX+bNm+eee857nvd5n2czMOLNC4ziDlDo5uccezrl8xLsZJg4VX6DUgqTEJO+lHBRceXqNd64dotLlx6CGDh1Yoe2nROTaC1VRZUFJ6EqSmLwfOvbz3Hm/HlefuUVQgzZjaigqEfUozE3b+1xuDzMUK/m0Ucu87M/86fZ2hohyULzJpRAZ5+tsHpGqk82v7tSAxyW1v0W3xyokiQV9oeFr/xuLZb3Kml/J0i3d+ezDDdA2ng0XFFJZfWuYbk8JLqGFB3WWqqigrIQbk+K2KIGlQgm0PYdzXxJUY3RytI7KMdjiqrA9y2LxRExetq2Z75oODqaU4+3ePSJJ7l06SG0KQGhGgy8iXvmEN6i/97rZhE0eBDKU3iMTkymBdNpibGIAaeJjGo4sVtw7nTJ1giKQtJRXW/wfsJyBvOjSAyWEDTLPnDYeG4dtYAjkXAuo6oq4JNUEaGg8x37c1h2PbW1wmUNgb4PzJqWNiSCEmuHEIVHszIwlt4DJMUTQRAcZHxoBRfOn+f0qVN45/Cux2qL9x7ngqyTfSdcWVtkvZ9szRRkbU8hM7JSIsUkARPInGgVPnmSD/TeE4MInWpAp4ROQYyQRxWhsvz2732Zr337OVofKexQtXecayMbTEF1DGrlTr9yqVdqVdKvdMrfc82diipJeXxaa/Lc7frftV247xwuOOHkdB4XZYFWOYe4XC4JyVOWJVVVUY8Mi6ZjuRTUQClF71v6vsWYAqMLIeEWFSAnV1pL2zY413Pm7C7zqmXv5gFKa2xZYktFNSrxoSWmSO8jhdZs7WxRloqumxF6Q1kaiqok9oqkpZwy+MiZk+fYmZzi6PAmrms42L/Gt577Kk2z4Oy5k1w48wDnzp/hg+n9XLh1jhQSL77wEjduXicEGbQiIalBWT720R9ga7JLRNSdB+Z4jBFjNNFHKmtRmly1laHQ6HF9D4kcKJIHrCZqUXTW2qCtRdkSnQIhdkIMUxpbGvp5A0oznmxhykBZVZRlSYgBawxlpXnooYvs7G7xjW98DWsjvlvitrcAj0+ew4PrdO4mzvXM5j2jYvdtTRTfS1tF4rcRYIeUyTHI5jaeyJ2nxLQmlwyfkTZRiPXHDSDEbXv0db53+IniGLJ0l8n4dg2bwSRUbX4HWKEnSWmu39jja9/4NqfPnOXP/bk/T0qel15+ka9+4+t88Yv/BmyJCwFtDMpofO/QwNXXr7NsGyKBwhpOnTzJ+594kvc9+RQvvPQyz774PPfpM8zmRzz11Pv4C3/xF1CxJ7kmj1lDCmrztI5dkwEBIoU3fV11/JLcuTvU+nu/F1Vam5/xdtCB9wJBeOerr469Mwc3A9o23BGCSgTv6LolKXlZqLGkkHA+kIhSaRRBB4VSAR96lsuG8WSbiJb0t9ac2J3IMYqCqqrY25vz6pUroEoefeIDPPjgY2hboJRhfVe+F4nMd74NqSFrFKVJjArDyd0JZ89MqUaa3jWk5Chry2hcMBknTmxb6ipQmECIYC2koKmAisz7SYqFsxRLUbTvYwBt6J0iREtShpSknDy6QCKx7D3LrscqQZ0GVWcfE30EF0TnR4axEiuIVSm2XgUJ+Q5kuMljdnt3vWMyHbO1pTHasmxamral6zqcE+X+IV0WwkCdCBJMGKmm1kp043zw+GAgJvooZe1i7u7puz4ryCdc30o2Inqs0RwczfjN3/53LNqeoBQ6hqyfk1Z0DpC5WmvhJKn8mcaYdRn6BqVg+LuQmnLVlnp74/GeAc9seUhMEuT0PkgKSluRo06JoizxIdA2HSlAUk4W30Ljk8e7FmMSrRdBIUyBVprxaMpiuSCmiA+eGBOjekQ9Ungf2YkVfQ9lVbG9vUUIjq4/QBvN2I6o6gLwtO0RfdKcP3Mf584/wrLxvPDiyyKGVUiHVLZke7zNznSLEztjFos9mv4AVSW+/sKX+NazX+XkzhbjUc3pEyfRuoCoWSwXHB4d4ENkMp2wu32KBx94jMuPPIrUygk0aINkHI0W4ao+iCCiVjJgrBGvkTj4YRmL0YZEzBdL0oYhE6/6IBGwVhZtDdpElss5ZVmjdJDS8gLqwlCWY2azhrZrGY8mKGXZnk55+ukPcOXKq2gDnh5da8piymg5Yba03LjesrN9ivOnpqiNvf671dYbwOOl0Guofv33gZB8z+H7JgRd0pBqo5oqbfw89srbsgKrT924mVaBU0Z4NoGO23clpHTbgpZ/11k9Oxmqeovz5+9DacupUyd48IH7+MQnP8Ln9z/Pww9e5r/6P/7XuK5nNB6hiwKsJfQOU1SYGPng+57iU5/8BA/dfx+XL13i5vUb3H/xIj/2J7/AbH7Iq1eu8NGPfZRPfeKTfPUrv0tPgCQ6GvG2dNMauHn7aZnN5e34sYblWN0tPnzH2ltVRn03hOM/Gm2N0cm1i0Cg7xvmiyOcazFaU5U1VmtC8sQUSCqKxg5RLG4IGKMZj0fEmPi13/h1vvYH32Q0qvkf/Y2/ynhU4JJUDn7z28/y2ms3+Pk//4vcf+kyShkYiPr5nNb8rz8k8N7bbC4ktIWAY3trwuWLJzl/asLW1FBU4GNL2y7FC7JUKKKQgAtN1CZXSmf5kODROqKMbN5tNBgdqArD1mRETBrbJUIQF/qUNL3ydMnhfCQi2j19CmsENYmAofPrQpbh5ooDUXfFsRukJDLinNYbxYP9fZx3VNWImFq6tpeCoIyUVGUphtXeE4JIkwxIsYB2ko1QWmFskQMOnYVuBx0cRWGLbHzthHicJMW6WCwYT8a8fv06eweHUokbxWPMKCFoi4DvgPRkr7+Y6fdGy79VsDP4TuZvHHzuE9E5e7sbrnsGPEPlhiTdNK5zdIVFIVoxRWGoijHzxYyyUBSlJfokJexJUlnGWKpyxGLW4PuOru1IIYmKpAr0TnH29C7jcQnKs7M7YntnyuFBg8JSlyOaRkrhRKsmQBoxHpdEpVjM57TbPfdNt+naOSSDxuJdpGla3rjxGqdPnWVre4tlN+docYj3PX3bsVwuxchsXlDbMSdPnMeFwK29PWwhmjogEt/GVjz99IcypCtaFTobxSkkgtZAUYjLcHSJDPJlcUFBgbSS3YA1djXYBi2YmABliFECP5t0JoNrTDDEZJjNWjrfY8sR5Uixs7NDuaxxznN0eITWJadPnWZ3d4fnX/gaN/df5+T1kxS2oG3nFNpy34UneeShxzHa8/wLX35bA+V7a5vhx2YK5B65/9tX6bu+cr3j3ARZsqTeaoEfXqoGjZAcca1rTDaPuCb1qoHPw+otxxCPFVIyfE4u0QookironSJGy8lTZ3jk4ctcuO8s0+lY3nMCPveDn+XXf+03ePmVV6jKgnpUo4ELZ88znk45d/4sP/aFH2V3awsVA7du3uB3f/9LPPW+p5hOp4zqCmsKTu6eoSrHXDh/kWe+9TWq0qwnxs1uTJvLVszfY4OAvIF4vRnZURudKa/Vab30vdftrRCdtwp4vlsOzrtFhr7zuUTZHK0Kl6Ftl8yObtH3M+rKUtoRWokybiKQlNiLBB9ISWNtRQo9rvcobWi7nn/7xX/L8y88z6mTu7RNg1aWxWKPL335S/z6r3+RyeQM/5f/6/+DX/nrf52TJ0+s0pf55BlAziGN8p1e/+9XWbpPSWQ6asv9l85x+kTNuIZJbRhNLGiLjzVHswWtd3jfsVgEvIvZAiji+4DrAk2mbJisFdN7hQ8KhaUqLOPKgO9wSYmMCMjCrQwhIemjKOtEyoS/lBIBjbIKm3KiPMW8IZb/YtaIXK3N69w/uVP54Ac/yIndkyhEtb/tGvpOAi1thrnBo6LGYEAh4oUhi/d5nykY2RkekTXweTOqlcYFj/dB5gFrSVEKmGKINF3HZGeHk6fPUtQjdCeVacYK/cIUhSA4CrLCofCHkhTtaK0kqYIESkMSXqRbvHzdDc6mdEXKiNHd7617BzzIZKa1YlA0cl0r/JOoODpckFLAWEXwgZACXd+hkmZnZxsVYTlbotFUhaYsDOWpMfNZR1WPMFbT9XN06tAJ2t7R5ovi+khhFK5rKHTBeLzLfH5AXReUBbKDDVAUE27uHXLuXMOl+y9R1VP+4Otf5tbeG+z7fb72ra8QoiIkLxLZsacsNKO6RqFwoaPrO2JtsIsDbh7usVg2uOApypKjw31eeeU1nnz8wzz4wKNSIaUVtjCrcnOVDDrJ46qsCDHQ925VfleWEvjVdSUBmRYJ8bKsiCHgvKPve0IUyDUmhQ9hJWi1vX1CzL2C5vTpEhc9s0XP/v4h167dZHtrl77vKYqCoqgkxZZ6rt98jUDP0WyPsiogRapyh/F0AiZxMLvFsl9+x5PGd9OGhRVun+zXzIQVlJLuMH2m/Lo1hputG9bVH3FAzYbP3MSO1GYaR+WU0x1QAd68a72du5LUeppffQU2kCWt8cmwtz8n+IK9vTkpikXL8889h3/gIXa2t7FacfHCef7Gr/4qv/Ybv87uiV3uu3iBi/dd5OKFi5SVZXd3m/nBEU3T8JWv/gH/7J//NxwdHfJbv/d7nD55kpMnTvDgQ5cp6ilKG775ja9wYncsFSEqJ/6Hns8B2bBYqaTyMnp7wKdy7w66LgPUdWf0512Hdzg+Zt5JTsj3kpK6l+fW3R7f7bk3H3sY8htRfIYbrdGUpSb5hCFC6IkpEpVaEU0VEa0UtqgFaURS7yAczM9+5lPMjvb4/I9+Dk2gmbc88+3n+bV/8a+4eWuODyPciy/x//5n/y9+6Zd+icJUqzqrIfAZQuOclNgI/Nff7/umt3O3phWRQFQRU0A1siQ6QoSQLNYWFBh8FDsjYyqc72maJRAIMeBdIrhE14PBojK5vHOBRafpnCKFhFWKcVXhjVRftT7gY8AR8XnjlxIrUrKgGANXBYbZSDgpgZSCzF2rfHmWrSFvqDPSoZSiLKsVATmEgM4pIjEYzse0NnNeFN73WQMub2RsIZXLq436IKyiVwEPeZMeMwdIaS2uBynggmO6vctjk13uv/8ih7NnAE1RlChrhb9b2BVqmYKXYF0PJfeDYrIEQgkgSuWYj2HtRp/R5fWdeDumfbzdM+BRUUuEp5KU6WmdF/GEMQWBQAyOqhbUo2tb0LC9vU1VVCxmC0IIGB3Y2iq4/OAFnnz8MV585TWeef4VmmbBhXPbPHz5DG3bce36AYUpMErj2gVJebp2yXS8Q1Ij6toBLd57uraHaAhBs1ge8LU/+AZnz+zTucDsaI7Slt57bu5fx/mIrUqKooAslx69SHb7FDGmpJ6M6UKLSx3KJsrKYoHkd9ia7vKZT/0Qk9E2xhRSfh8l0i6z4ZlSoqacGGDnYdHQiAmbxloRkRtK9FFCoCuKAmssTdOybFpSEkXNQgvvqe89VhfUozFt11EWU1ycc3PvNZaLOV3TUNU1MZaUdcHewXWee+HreBq2d7fY2prifUdKisbNeOHKt3j5yjP03YJE/51PGt9h20xjvYmcrDbu7bR6w/FFNN0dQRAheFbHH467+fJ1SmYNDw/aPmljombjY4eFXDhad1rkWR11dX55wvJR0zpF2yHVUz5ibcWrV16j63tu3NjnB37gT7CzVbO9NeVHf/hzPPbowzjXc/7+81RljetFlPNg/yb/3X/33/Lbv/3bfOObz3Bj/5ZMsCkT/Ixhe3uX7Z0dppMxRgV+7qd/gsceuXQMfRqiyM3uF/L2bR26evkQ1G0kLvKCe7xs/b3Bdu6GvBzXFnrz3+91nO91EX6rNNrbVWa+89/z+zfzqfn5EBzNco7BYNUYkzVc0KJgXxiDcHxaYlisNq0x76THo4pPfepP8JEPvx9rYVQXzGc9v/NbX+LGjQOaLtBcvcIDD5V85cu/z5/45J/gfU89vT6H1fc7drO87e82vOZOnKx3PzAS0r4LgdfeuM6oSOxODL6JtEphe81iMefm3gFKGepadGuSKiF5UpJ0S4jgU6Dzhr4XOwjnE52DEIW2YMll7gjdpIsRnzx9jPiMzmgUMWtlKWMYuCqrGXODfxtC5gvFdV+FQfBwk9O4mo9EI0juD422haSdQn5vGN4r948tbAaMklR0+cxXSoKEpxiotcHaAl946tGEoeosOC8BdYp0bcNka4vJ1jZoy4/92I/x0suvslgs5Ty0QZkCrUXoUGUyd8jrZoyBPjqKQUU8n6OUwIuVRoxxNRcJxyfP48eCnze3ewY8sYtiTqZk95CsxeqC2HS4rhWZbGuYTKd0fgkWxpMxptIsmhlt15PQbG2N2ZoYpqOK+dGc12/cxCnHzsmaT33iKU6dGnE0O8LqyOHMs2wSrgukpGibJYvFknprCx89bdNl7QSNNYqudyyXDU13lStvXMX1HmtLdrZ3iFrIYTu7I7a2p/jocF1LoRXBe5JK6CRBSojiddI0DVoZjDLU9Zj7z17mhz73Be6770FxuEWIZWiN0SUoSyJDln2G3YDeJaw12KpGaU1IYhWBVvgYxfMpiPhUBPo+ETCU1QjvHVqLZXvbdIQQ2FvsY6xh58RJlCmpRhPOnD3HYjFhd2dXlFULQ9M1PP/KN2nTDF0ngvIsugVFIfuz+WLB3vwIg6EuBXp911tM4vuSm4K1yzBq9fvxgTospsPiyrGgSK8gi0GPIr9o47h3bnnXlB/pFe9nY6Ea9q6rwGuYYPJnppx7BiDkHYYmqYKYKrpecf3GESFpbly/mWXdIzdu7nEwb3n+pdco6jEfeP/jnNwZMxkVPHH5AZ5/4SXcYsFWXROJHOwf8ezzL/H/+Y1/wde++VX6xosWlYrCBwgRExP7BwccHO1RFgXjesRs0eBDpCgLjDK46FbrZrytn9f1ZYM+z9CBsrtSeTcZh+eG7sgL1N3rId7ddrdS8Xu1t7OY3i199Z0syG+nDP3tvTatxpbM5JFmOWc+O6CuKkiBzvdUtsboYo3I24IYFUkXxOBJIaDs+h4stGZ3axu9vQXKo7Xmua/8Ac889xJKlWjtCCly8+Z1yqrmN/9/v8mTT7x/RZg9fn4b/XOHrhkCm9vRsHdKrfo7bcKlga4PvHp9xsGiZXtSMK4No9pQWKEpaJWo6ySeVEZhbUVRVJRagou4dMSmo/EwW0aWjSd4wRbqwmCSeDuJ5o3IjOikUFERA2LjMUBmUQISpRJJq2zjkvt1w65DK0PMKc6QYt6wBNHYypsbrRTJaJ583xP4GPBdpO3DSuhPaUkpkRJFEtX/mHxWUxaPRbkgYMqCIpX5Vh+0nhTVMAfrtCpbD64n+UjbtRQMm7GCSOIzn/oUX/va1/mX/99/TYwBlQoGZW6t8uYzqQwiJGJIpOQzZ2n4fpJkkqpmef2wHxgwbEkZDv+7c7t3SqsSYbzQJ3zr8QZIia5t0FpRT7YYb1fowpO6nsnWDlU1wpaJna0tDliy2G9JIWLtiBdevkLvX2XuApjIgw88wPufeARtWopKcWP/kEW/pAiJGB2LRUfXe8p6RGobur7BO7dyIF+0rSAmhaV3UpJpS0NhFNpKqa3NxN+umxNNJBWRgEIbm43UAs63uJvXZXFwjsIYTu2e49Mf/yE+8qFPcmLnFEVZEFMg4gUqtgUocF4eD/LjOqMGRc5RrmwP0sCel4sTkgzsFLIHkynwvaTAtNKUdUXXObDijVTWFcvlktffeJ3pdIeYoCgsTdsQU2BrOubm3hG//+Xf5fe+8jtonRjVY7QxLNuGMZUs6hFMJlTHFN8TPbABqoV1oLMalCsV5fz0xm/DbS8mchvHGN638Q7ZEd9Ont2EjYbH8gLNbX/aeKxUXH26Ovb85pE23pzVP1GGFDWvXXmdG/tHdN5zcHCAD2GjvFJT1iO++rVv4IPj0cv3c9+ZMxS2oqhGLBZLRnXFcrFgsVjy0osvsVy2uVpPJoXkg3itaS3+NkR0gp5IVZS4XoxkEwGV9UaGL3jbMrP6coN20JsWsc1X3mE9eq8Wqjt97p1+v9trvpvjfrfHuhfqdK/jvvk9mwiIkGSXzRxrJPhJRJRJ4nMUfI5DFQN3UKlCRrEGiFhrUKokBbKfoSiAd13Hy6++ysHREW3Xi0ZPL2mcZrHgmW9/m/l8zvb29l3P/V7f9e0Syt+LtFfn5X5xSdHFxGHTU+17jA4UJlGVhnFdMhkV1JVjXHsKkyhsYjopKQtNCIGuj/Q+sewCh8ueZhlxTkjFfpSobdZRSwmfNBFDTIPWjUUQmPXmIoHspWIELWmtwS5HtLwUDJxRpdFxGC9SxaTSkO7XjMYjHnnk4Yz6J4qqolR6tQ4NyI6MAUOImpS0+GDlCmdFTrUF4cVoY46h2hqFiglCyIVNic51ONdjjcUaLarIESbjMf/BL/wCV19/g+dffuVY4Dwo7KsB2UpphUqlEGSsK0mbpZxSF0pNTqQmKdsfJuf4FnPRva0lxhq8JraK0Ee0cVksUFOPxoy2doiFZ+ZnjMYlo9GE5AOXzuxw8fxJnk+v8Y1rBxwd9ly4/zwUFVfeuIZPYJJiXNX0bU9Mjhs3DnnplavsH/bUxQ5VMaY3imADXR/o2hkhSPl153pSkeGsmLBKGPRai9mYKbSkanRCWYvWKleNiX8XIVGVo2zXIGKITd/ldFrFIw89yU/+qT/Low+9j7qY5o6VmyLGiMp+MAyBDuKTkpIw7xWaFJF8bR9Y807WEKKPAzcqofVQpWUwRtQ429aRlKIcjQlpies6tnZP0C6XvPziSyRg3szYO7xJWVQcHR7w5a/8PnsH11Em4KPDRw9WJLu7ZUd0Img3nU5RCpxrV4z7d7PFXB3wpgltA0DZDCzgtswKG68Z1ujb50bJuUiC6k0L9ibfZoB7j3+WSpvHyTsmJTsxpYfAZ82HkY3EsL0QrpU2BbduHTJfLtnb28PHKJNRjIzG41yOqTBFybLp+P3f/yrPP/ttnn7f+3nkoYfpes9rr77G/PAWhUp86atf47/6p/81V6+9QfR5l6xl5+SjSLIrpUha5OaNKkhort+4gXOeuizzxKA2v1z+dY39bv719kVM9D3S8dfIH4+lKt/9peoPR/tOgru3CnpuR43ehPyodUJRkaQ6NjrIMgWz2QIXHGUpCvRKW1TezChlRQcqOqyWihelNEYblC5QyhJVRCvLuK746Ec/zpd+/2t885vPEJ3DGEPfO27dugUo9m7dYjqd5vnpj27rg1QKEaS0WStDo4SuYS3YNjJrHPXCU9rAZCTk43FtWDQeayRQcD6yaCNHi8DhIrBsIs4jGxrfM7ZKRA61FsuJCIdzR9NFQiqIyqBUroTK5zboh6UQV4s7sLrHSWpVRSUto7BKZwRINvIPPPAADz/8iLxXa6wtRP14tXGT42ibN9xeEXJ/DCQBlSSzY4xs0pVCNLdiBnpjwgVP8J7oPTFIeq7MG/S+dzmYkvLzC+fO8lM/+af53/+f/s+EpDIpWYjQyhhIIXNiLUpJmky+YSKpwZhZgkSZwiX4S9kdfQOI/+51eLZP7ILTtLqjL5ac2tlia2vM/uEhs3nH4cE+o92KelQxGY9wTY+Nia2qYlwYtsYVIfQczTpeunKF8XSMshZSJPSOV195HeOcWFEsG5yrcH2kX3bgDcFB14gOkEqyQ0EpXONwS5dJugUKCXq0LRhI1EVlsIV4kHS+wdqCuiiZz+cUxmC1XEC0oqpqok5MRtt87KM/zOc++6OcOXWWupqik8E5T0yiQRFCj3MddVmitV1duCGYWQ3FlHIkuwHrIo7pMcoSEhJYLSWfKEUIDu88WsFoNCYp8MGztb3LdLoNKVFXY6p6yhtvvMGXvvI7PPPC1zl96hzT8Tbnz52jrDS9W7Bojli0nt55iqJga7TFzpkddrZPcDSf4UOP6w1d37zVHPE9tzvtBNXmCN18LTpnU9Kx4CX/kZXs2sZiy3CkOy4um+o8G6gNw7HYeDzc2DFvi4dSyOPHXgU7AGiBWZXh8HDB0XzJbL7EhZ5Tp85w/eZNxtMph4dH2MKyu7uLcw7XieptVRVcufoGV1+7zvLokMVsj8v3n+LM7pj7T0956P6z3Lh+nTZlJ2adkUK9UZIaI0brnB8vCAG0McTBWyytz1xvlLJuXgJ5fCcIJ62+vxxr/ZqVJ9F7sDP/w9JuR2/eLpJzt2Pd83PkE/IziRCk4MIoi+vbrEArPEHZnUNRyk5cKY0mUhRiLxKDlANL1jcS04AYBoypeOSRR/nFX/xF/sv/8n/NM888z6kzZyis4caNG9iilNL2zSD3j+g1FxV1QwwpF7MklIroQiNe0TIvuwgEDV3ER4WPBnGl8IgFTKLpIosmMVsKgTlEQXBbl2iU+EkBkkkI0LqIi/I5q3SxGkRp00o/Z7ifZLGXjZdGERWokOesYWpaBUw6B3Caj3/841y4/8KKL1OUFaih6oqsG5Q3+4hUSlIaZRN2qNIiYKKIkgrxWcjwKYFRmhQizvdSXBMCwQesNdR1CRnJQimcc6AM2mg+/tGP8K+/+G945vkXMNmRXosTlGwEjQRLBvEFE5HGIX8m89CqQk2pVT59ABSSAJ9vwrE32z0DnsIYYtRMd6fonRFloUjaUVawoyu6vmNSS/WRc57FbMHiaI7SPdf3dmmWkXJ7i5EtmM1nRBVQxuQPNVx744CDm0eoQtI749EWp3a2mR0tOFosICVsgqoa4XVaf8lc5RSUghgkaDBaBnEK2KSpqoqt7QmLxYLYJEbVmMJYOiUGjTEEvOshCKpy+cFH+dHP/wSXLr6PqhpB0oTQ03txcg9RiMTOiaBSWRV5t7MmfWlt809JPSiEKBgTK5guhjW73CiFUeKILjCiIXjPsmvwfWQ0HaGVzTeG7AYihqQM9196kA9/9GN8+8Wvcf36NepLI3xwWKPZ3j6NPkh0XUfSia3RhIsXLnL21Fm00qTgCcmywOcd47vbVNID6YZVeJE2fl+FJOrY4nz8GBsBy6A3kbUdVhoNKxjoHucy/HIb0LMyL73HzbKyokDSpVHlu8wUtG3i1v6MG9f30NZSj0aE6JlMJ+wfHDCZTqmqirZpUcDO1hY721t41/HqK6/gOoeOERsdv/ubz/CJjzzGuQun+Wt/+c9AVPyb3/13dKEjJBH5EuhWBC5V0sSocH2gt475oiH4CMUgx07uJ4lwZL7YTEWlO37vgbKzIgSC8As2A/t7d/cf+/ZOEJ/vbCux2c2JGKSAI/iORbtAA3U1IiQwWeBUKm5C5urINbVFQQzyOCVo2xaViytICWMMvuvRxvDQgw/yIz/8w1x57Sp1PWJ3Z5em6ZhOJpw8efI76ou3i4S91ylRZSTo0VoLUg+Zs5mwCqxKYuCbF1ofwLlA04K1lkTe+EbovabvEn00xJzWjgFCDHRIwcPAM4kpEdEkraWaVAl/cLXnUMdRaNlj6HwtFUnnNT9nNWR8JJx3MKTyU2L7xA5/9s/9OaqqxgWfX6vELcEBJLSRzVyKemXAabNGTjIhBzcJHx0pit4cMeD7XgQL82mG7HAeUkSZPMZCtq7wopMTYiTEnpQUKQYeeuASz7/wAsH3qGjQhQQ5Ygux1gkaUBpRUQ6sFO1Xyu4D8q43JqGUFUfunrW4N2nZ94SoUIjmTQoeHz2T7ZpTuyeYzWZ4FIs24JNiNJ2gTcG8TfibC0LSlNtT6smYEJ0oE2uFb3tGRU3felospa1JIbJ/q6MqwXlxB08hMqoqlNEUhfhu9G2HLQQq1HqAb2VQai38lL5zzOcLrLX0fcD7RN94vPYiohgSyUX6NlGakg999DP8yS/8DNtbpyEZClOg0RKcADGJhT1JURZGrBzMIJi0Rizk5gXvwwqSjDEIpNlLNZS1VqrFMiRHGjQz4mpRGlVjSUe4hLIGtCxmMUFSwnBvescDDz3K+576CF/84r9Cm0gIHQeH+1hbEGOicx5bGIhwdHhEdOJOG0KPthC9Q8f3ZrJZ+TOtAIE1P0atYIjjVOMVjCkPbguI5C1pSD2tnlsHT8f4QumtF6c7YU637+RTGrJBSZCdpADDweER+/szlLbCWTOyCB0d3uL0qZMYa1ksFlRFyXQyZTSqaRZz5vMjurbBGoNNitnhPiZ4Xn7xBaZVx/3nL/LTf/LTzJczvvbct2hcJ5Ne3h2mKPl1ay2FKSjLkjNnTmfLE00K6bYvNSBjaYVwDbHn5rozkFCPW06sEZ1hkUoD4nHPnv3e2x8WROF2ROdeCM/ti/l3wg+S2yWtxnPbNiwWRzTNIcH1nNw5mdNXZp1CD0JAltREAhWzIq9sEL13K95G2zZAQlPShKVwzFTi45/4KP/yX/0rrr5+g8uXH+F9T3+A4AM7O7tvOs93iiP1Xl7bOGRG8nyiEqu0bcybJ6sl4FEIYhCiwgWNb4U0K0oxUs4do2Kw2UAllBY+nc/zQubjQg5yFAodowQ9rNGdYRMiV35DbG81B8r9aJDIJyVZW3TeMKckwe3P/MzP8MlPfjKvj5YYwNqMlmRi8GDJ4GMkeIfrXSYrJwlwgpPnXU90guwQoqT9lIyzEANGS8BiC4PrOo4O9gk5HQrixRmjiBsqbUg+cPG++9BA5xwx9ZBKFLnSy/s1f2fj33pmTuvJCtYijBt71TtSJzbaPQOeEBzalKQQWC575rMjTuyMmE5qitqSlor9owYXLba0aJMYjWuI0DYtSYtM/qSsqMqSkES1MoWIsbm0L8qFcr2jbQL7B3uCvCDld2VRgE74ps9CRYrCQlVVYnTnI/P5Atf3jEZjbFGAsrTLnlv+UBYEbWi9ZzoZszMds+hafEicP3+GH/7sF/jYhz6FVjVKlRA9wXnQgxdtziemhLGGsrL5PBKkdW4xxZShwM0LlaE6bajKMj+WiFQrjdK51C73t/cBay1aKSFJx0FoSqLdtm3zxGRQyQMFH/nwJ/nKV/8dzs+pRxa7hLZrCV4IiTEpFixZLhrG4xlFoVFK5ARc1xHdu6+0PLRNdGWTuyNBJbclmN70rrsecIVTpLQ+xmqeSOjNe+Z7mFyH7I3IDsgJRCzzWUfbJkwxwrdzetcTQ+T6tRtUZUmzkAVlPK6xxqAJzA72ICWCdygNfd+xdzinOTikUg2x32Nq5nT7b3ByfIqf+JFPs7Uz5qvf+iYHR0tCSoSYSclKkEalIqNxxeWHLlEUmpQ8KouKbewl5WdaozpqmEhW3+94r28GnpuTySZB8N9HpGcV9H0Paa17HJ0BjYshsFzMWC5neNdJhVZ2x9Y5lamUolAIIqCGa5vdp7XMOUWhiCYQfE9ppfw6BQ/aoJQmAtPpmJMnT3L/xYf523/77/D1b3ydnZ0Tq7n3+0FQf0fbKs7IfmQ5VZSUZAkg4V3E2JRtDQxJKQl6YkSqMSHnmRDF/HzPJAXKYLLtAzkhkdJaGyYlSRPp1T0n6wgA+ToO6er85Opvw1mrnL8ZSM1aawpb8Kd//Mf5B//gH7C9tZXnU40xihgGPZ4cWAThswbniMGLdpPzOC+BTgwepVkbg8aQNXAyepgivu9YdB1aa0ZVjc/moj4lSWOh6NqeEAJFUaBjwGrF+XPnqKqC/cO5GKq6XoQbs7LzgDyGmM3GU4IVZ3ZAmrOs7Ab/VA0b2rcYo/cMeJzXFKjspzGoyhTM5o62uy55XV1Q2pKi0Bg8oeupbcXB4QJVFoyqgnFdUZQ1B/M5vXckNH3f411H1BbXLGn7Hk8gKCHcWqPRlSGVUm5tA5w4uYu1hq7rMNrSto7W9yirMF6Lj0cqcvScAI9CIMSQHH3yjE/sUE9P8tT7PsDnf+jHOLF1kq5xoDSFQeTA845ZK/DeD3E4dV1LCiHzdlbcnDhE3EOQQ46wdWbbk8nTa7dbHzISFCWyFhAioq2UFru+k1w7ovdjrKTenHN0XYc1lhACuyd22T2xzeHRnKIsqEcjkvI0bQsEItB0AVAiYa4CxkRGZclkVNPF7l5D4B1tb+I+SLfmoF0mn2O6OPdqWq1XZ4bF57aBvlq40zD/fweL0+Zx1TqwTWuxr4gEageHC8pqC3+4yNV6cPPmTRbLJadOnxLp/6ok9D1oCF3DbD6n7x1t21IUmmaxpJm3XL7/AU5uWXzzOm55gGoTtjR84kMf5vzFBzh//gJf/M3f5drN68Qgsg/CfQ/4ENneHrO9M0GrmHPi+eungaNz+2QwBD2399maqxI3A8nhZUMfHuv/P/7t7XJ33pkASPo0BC9zWwwolaiqAoXs8JVSWK0xRpCdYXOW8vUTN2o5VPCOvu8geVJ0zGb7TMeil9L2PTHBaFTxK7/yq1x++ElOnznPoml56KGHVnPX2w167lZ6/n1vfUIZhTYJpdNqbh8mo8hgtqNQ2bZA/K2UVE8pwcUEAU0rFf1B3mSQYDP5uJqMAqWBe7i514jH0R21XrTJ53DczoM858W8aTYYkyiM5Qs/+gX+0T/6x9x//32ZlyVl3+tyc0FlQgySdQiSdgreiXJxCmgSSSMaQkaMwYNXxCDk90QSl4JOeKxts6RZLHN8YCiyp6YxVhBH71dFMSmrN9dlCVHQxs5LEZSAB0P4qfLYljJ6scPI10Otx5DKHJ9BeHA9a917nN1bhCUmXNthtQYfOXXyJInEsu2xXmOsEQisnVPUNadO7lJtF8xmMypbsOwcjQ9UpqTpAodHMyIJk4DCMNmZ4Hwguo7eLzF1wdZkhNEjSU9ZsYV3wRF6SAZsZdEFkBSL5QIXOk6eOgUR9m/uk1Kka3tJnXlPSCBK1IbUGR66eJaf+Mmf5fHH34dShsVigU5QWoNVEAtLWVYSrXqf3Wg1VVms3OEhCnvKmJwPXyM6EuSoVUWOHnKweZRrkw39VBSdBO/pneRhrbVYa4QNr4T4FRMorTFW/ilVsFwuJRpOAgMabdjbP2A2U6RkIAk8XRTCa+p9T0yKNhPEjUnUVYmyoKp3fxLarA64G2KTVujLOiW14sMOwQobE8Ntb5b5Kt8U+cWbR5PXSZpA7o8hobPZ1LF4IG1wV5TSa2RH5UAWQ9tGqmpM50Wg01rNC8+/whvXb3Dq1CmstWxNJ8QQ6NuOPjhmR4dgNU3XofooUHkMnNjdBmOYLXu6wyNO7niWswO2y4Iwv8b9J+/nc5/+NKN6my99/Q947fVXubV3QHAttii4dN9Ffu4nf5L7z52G2BDCcZ+ZNfKY1t93Aw/eXMzTsUBmgwa42WXD35SMxe9Hezspo3fr895Oe7vndM/jKiGha20xGpSymcy6rpiKKQr5c/Map+zphyImT9c1spFKEY0Q3Zt2zmgywvUtEQPG8sijj3Ly5BkAnnrqfTlFtg5i7iRb8Ha/41sFTO/2NVRJUk46iZK4zCUJqwzWiB+itQptdVYaDhilsIWGoZo2RnxMeSMgc0aKQeYf1MqSaVAITiGteJopByvSH7IRHf6tZqQkZdbDAp9yBgEF3jvxqtcaqwxVUfC5z32Of/SP/hEXL10U/EMLWheSVFL1zq2UiUlZdDdKsBdSIvpASkJq1gpiiHS9ZFlIkuZyvZMgJARxT9eWwhakqhLrimZBs1yye+IEZVnjVZKUl1K4rsM7T9e1TMdjdrZ3ePm1q9KPfpBqyW1lTi7jRSrOY55z45prmaVKEgOyxgqhvle7Z8BTWkvftCSf8L2gJckMnBapnBpVJWd2T3L+zDkm4xFvvPEGs8UCW5aMbEmzbDk4bNBW43sPWjGeTlDWSs6OROtblIWyNJSlZjypiMnnKhBFaUv225bDwyMWC8t0UjGqRhS2YDTSTLZGdE0nVVzRMBkX2NIwb+ZiXa8LdCp5+gMf4Zf+0i9z7twljC45mh3JTWCELW61xhQl2hhCkMEeiZR1mW/UiDZSJYGWgeid5CiNEV4PZKQyJkEhU3ZVlxG+moyUkrL0EMQiI8bIuBqhlMh8Ky3ReYyRuqpWbuwZw6QoK7p2SbfsaJYdfRcg2azRIRUCCk1hNfXI0vtI70W+Wystfio20bn525gmvtemjv1bTWor0CBxfPFl9ftxUcIBjdgIYFj37TrQUawrjjbTMfKm1es37o5NVEk0LdaQt8zPiZQC2ijAEHyiHo+ZL1qMsfTLGVWluXL9Ogf7tzh/9hRnz19gyO0vF3MOb+1RFIaysPgUKfI57Z44Rdst6V3L0fII18yZ+Ia+7ghFRLVzZq8/w+RM4sH7nuDED32a93/4/Vy7cZ3f/q3f4vr1W9zcO+LTn/wUP/vTP8n1qy/hnMF5Dxmhld2kBHzrvPjw781lnEqtFzQlwL2gbwN/KAeZabCqeI9373/YEKV3Z6GWid8ay3g0pWuXWAPWFmhdoK1dcRaGypvVFY0BrWXnDZHedwz2BApISbF/cEDfN2hbUJQjZB0MFGXJ4N8lwc56V/29prW+39fNmEETS8aviNgmChsprcYoIeWqkKkI9ShvdhTieSXIRdM5XBS/Mh8SYjkl/ROHDXDWjtnUYkvDTiwNm6jcJ9kahBXCk1DKyzqAIEQK0WKyhaEsDOPxmB//kz/O3/u7f4/7L96f5ytJK4UY8SlfRWOIXs5VeKnDHJwVlm0O5IYK4gERyumtFEUEV9CuiM+pL+lPixkJgu2cl4q0KDYX2tiMhMm6ZZSiKi0f/uAH+MYzz+B8RCUwWkkKCxBUbOg3uWYpo2FSoZX5VQPSw7oMXQ3Q+z0yBPcMePq+RylxSN+ajvBR3M2DcxTWcPbkKbbrEaPxhMV8wfWbt9g/OKBzjsWyE6RBG3yE2Pb4EDFa0Tcdjp62Eat6A5w/f55qVLFslxASwTmqekTvgigbR0OMnqbrUUbjA+iiZDoqaNuOw/0j+jZgTKIaVeye3KFYWBbzlkpP+dQnfpA/+2d+gZMnzkBSNM1SIGEj4oRlVVHYEhRZyEvyh3VVSXCw2v0P5dKa4FxGgUSbaFhIVqXqK9Rfrl6IAZKQlWPWD4hRuEGFtqsIvqxKYozZikJym5IXBec8RVFSFCVd0xIDLBdLjCmo6pqyKFkuZ+zs7uJDYNkccfbcKZS2vPba6ygNRVEwHpdUY0vV129ronjH2wYCcyw02Xyw0QZUBm7b1d/24vXuk9WRjy9Ga+RIfq7FCo9NxhuCiEol4bNpJRCrFhXuFA1aWYxJaJ04PNinaxt2tqZsjWr65RxjCprZjOVsJnwJA828gQTRe8bjMTduvQ4pcnB4QFIFqZ3x9H01O7XhzFZNqRy6dOxde5YmOk6cfYRwYptLlx7iA099gK7reeXV1/jcD/0guyd3uXnDEl3CrKodhkXrzsjOHS/OHf6WsUpWAaoiT8Saqhrf4TjvTXsvUyXfLbrxdtqbjqkG4xQlchRVjcmCk7Au242sgxGtdDZX1Dkt0Ir/k++JwRN9z7JZMp/POTw6Ytk0VOM5J06M6QNMt6dMxlsb0Oqb77F7nfd3kvI7jiK+N9cxJjG81cgCXBhFVRpGtcUWijSIOKZEZUsMUiGnMXL/C9xGSh3Bi1Csd1HsGvKcv05dDZ5Q5K7Ux+6shFRhpVzWjVIiM7ARWMYk6IZcWyXc1dJw+tQpfukXf5Ff/st/hd2d3dVmTjZ0oupvhspWbST1ZhIpGsLgmZWzET6Q1zRDYQ3aFoxq2ci7nL5KIYrWTibFRyseYr7vc2FOwEcxRF02DUVRruZZYzVaFWiT0K7nRz73WVrn+O+/+G85ODwgpoBCi0cWa7HFY6hyDmRWAovHNrJDulA4q999SivkyFRHiqJEx8jpU6e4efM6Rkk1UdN59o9usWw7Fu0Sl1M0ISSMLjFWY61eCfC53kMUZ1ZjDFtbu3TtnM476CRa8y7StzlVZit8SFhdSJBjICTFvOmo7YiitITQiyKkUlIep4QRb0zF1njMD3/qR/m5n/qzjLd2pWN7R9csiCmyNZ4wnU5IKXuLRCmPQ4mmhS1EFVN2UMLiN9bSdR1d168FB5NAxNZKfl0Cp0GOe+2t5bPDrHcOow2TyZiiKEFpFosFXdsyGo+wxhK92Er02SneaCvKmbYgRoSM3cp5eO+zyqXBWIMtLYUqiKmnrkv6PlBaw+7uLk3TkEjYsmDn9FuXm77jLaMxx8MQdawi6K0PsVEqfWxilmfuvJBvvCKxunGGG3ODEiSvTYLOZLkmiOI0PJ1Oqesd3nhjxnLRoKuSmzfeoG0bkg+MqhKdEqFtOZjfBKVIPjAejVgs5mhraJqWznluHu3h+pbl/IgYE1Ybdk3Ppa2L7Oqe2c09itJg6gVHi4Df2+f09i73nX6Y4uRZtC6w1vLkk+/jzNlTlJWlnk6ZLQ4hODHA2Fi80jBxKLXqg2EHtdG7b+65VccMk8yAf2mqcsSFC/e9/Yv3Drc/6towQ7v9/CWFK6ixsZa6HglanOeWlNJqY1YWxao6JiUtk3+MRDzed0Tn6JuOFD2KmBeikhA80+3TBAqq0YiTJ89iTJHZJ5tB8fFNxe1BzneT3vp+tDR8dogUtmBrXFNXhrrSFIUBJYUETduiN9AGSJKaikF0evI654NU2BqlJJ14/JPYxKYlkBn8FjcQDIaUjJxX0kqCHJ3kWmWentIiZXLp4kX+9t/6W/zsz/wcVVFtzGVrwVSNrIUqKnov6ayyKPFD2iElVIqoXHEco6HvegE5YsiVXGKPRCpxoSfGnhhTDvSkfF0Nmj4pYmyB0Ya2bfF9T1VVedREuq4lehHBPLGzw6/88l/hZ3/m5/m13/h1fu03fo2be3uolFAp3DYPDy3zoFaVsTnkUZJClMAyZr/k77Is/cLZU3RtT98LvCU8LQVR4WLg4GhBHzLXJCT67CU18FhiCjjvMbaWdE6IVGXJ9taUrnM0ObcXFRwtZozCiBBDjvA082WDxqOVlahUIRGw0ZTWkgIQoSoqJltjjuJCzDyVxrWJreokP/j5H+ULP/QnObF9CluVOOeIfUdp4PSZM4wnI0KMtJ0TwpkWHoy1CmOke9aV27JALpeN5FKNQQ9SJ4ODtpJBKeuMJhHxbgPOROGdsOS3Tkwpywrvs4KzGqJuQYt0JiH23qGVcJe8lxQdSiq9IGELS0wBnQOd8aSiqgqariNG6LsEUVJxVVETgqBUPpOt38uWUsqL8OaTghysltQNrkAibcCUx++CNc0t76bynXJ7OutOpcR3PT9SnuxZZ9vyLpsEp06cph6POTjsWCxarC25fvMmCtkx7m5vs5wfMjs64uDwCO890+mUFCNHhyIWt1gsWXYdLskkGgKgDM3igO0ycfH8FuHgKmnH4H1H30Tc/hJdTajTgsNXn+dkMWG8c5p6Z5fReILRhnpcobXIwZNkZxdjRK+chwcYPR37xncPEI836d642r1qXTAajblw4SIPXHrwLd//x6FtBlfvzaItG6o2Cw1aKxV5Wqds7CzlxjpXUQ3nFsl+cTnenc0WdMslwbdoo3EuEim47+IjPHj5SeaLFmsLxpMtOBbs5IOwRm3u9L2/l5L19zJQTUqqr7TV1HXJqCoxOmYhPGSjqjUhQdO0WBvRushjX5CYed6sxBxwEnPFUEobVj1rruCQztpEWAc9zwHB1zn1rXNQJMUCsognFQFLVVQ8/fT7+J/9J/8pn/rUpyi0XV3jtEq9i15cCIMRp5B/5VxjdhtgJfKXfMggkMYUmkoV+E5QrYSktyQNN1A0Eia7nUMl380LvycQSCGgiSwXS1yzyMhLxEdPWUgqtlAKYuKRyw/zH/9Hf4sPffQj/NP/wz/l2eeeFRrHPW6rFVc2p+pXpfwpb8IUrOue39zuGfDsTEYceiFbxph4/PEnmc8XdL0TX5DZXG4obQCFtmINK+ZoiehlglwuFpRFwe7JE9gsQBdTRi4UGCu5weVymb+MRJZKa0GCLIzqEl2W6NLgU09hC9p5R993FLbClBqKwLJ1lGrM5fsf4E/92M/y5BMfYDrdQRcFbdOynB0S+oa+b6jsKYweSuW9lMuXdjXghpTTCh4OUnJnjKaua5kAdEYrsgie9x5TFsLmHxjmSoKclFJ2m49YW6wCKqWkEkNrEYLy+Wbqe59RJEltdV0v/Wx09haRio2yKqRyzGiKskDpRNe1LBdLmqZnf28mpe5Fhev6HCBEZkeHxPc44BkMOd/Op6q0scDoN6u83j4l567mTsERvNWucuM9KiH5esmbJ0Qr6cyZ84xHE55/8RVCqkhKM6pH1MuK0bhmOhnRLZfs3bzKtWtXiSkxnW6hNXRdT++dCIDFwLKdMzuaU1pB87qm4eTWiB/+0KPYg1eZThzKKmKQ8wjegWoojeLo9efoQqTaOkEsS4KKbE12CD5SVAXjasR+JlgeM/wcvulqgVmT6e/YI7elb4ZKRCHji2vyA/df5NKlB1Y6U+9VezdTS9/pObwTbTOYOD6+o6SjfE6pbnxfYwyJIEU7mbcxvNeYnMYAgnNMp9tYbXn5pVs0bct4usPZ8w/y2OMfoB5NqEfygSr7cK25hn+0UbPbm81moMYgpplEysKQtBB4SeCjonWJtgv0iwVDAJiSEHrFrUUJRyZmPZhcCpeizBjD1RM3c0ElBumNdWAqPE6rTYZ8jqMTzjk611EUNWfPnuDP/8Jf4G/89b/B/ffdR0qKrpfNsMq2SjFKALZSbOa4zULwfoXwRsil3+LFtkIEB3VjrSBEYpIy9hDDahOeohxrOL7vnXBllUhjlMZAXQpKhBCnbbZNikkEcZXp6NuOUVnymc98mq2dLf7JP/knPPvcsyiQPjx2aw99lrMBq3GZAyCtM9lk7at1x+t/r8FRFzVz3WRH8p4XXngRYwt8jGKaGR22VPhegp6UFT6LoqKkZO9on953RAJ2KurHichiIdVaRVFkNEgukPeewhpKU1BXFaUpAdEYMIWm857lckFRiYhR17YEPNORVFWVZYHrE5cvPs5f/HN/hfsuPMjW1jYJWDRLQtcSXEfwHSn0xODoW4Xzwj63RrxohpVUAhoZSEM+tigstiwkTRWTeIEoRdKSfw0Z8TJarXV58kBaITkoJpOJKHdmPo8EVJ7CWlGBDsLbUUofG7QDVyilhA+ygOpMJI9JArIYPM51uF4mw7btiCEwntRgCmIfKKylqscsm/ZeQ+AdbRvyIMefP4bvrFvaWKiHKoVjf4djMPJQRfXmSXq4oHkyUcdJumsCnxx0Q+/tWOs7xyuvPMei9ZQjQ4iK5AStMrpApUjftYxHNdPtKXt7eyyWc4GDvTgW22rM9evXadoGq8VPZ7nYZ3tk+OGPPM1kdo3SLzE+0XaR2HlIEW2gsAGjWty8owmJw9fuxyqYIh5pxhR0ncNqi04gmoNv/iID12y9eN4taBiE0dZ+NcYUgCyoDz7wAA8+8AAxBtrmvSC/v7m91wvyu/V5m+jMOrBPxOTo+iXe91ibNbhW8KPCaLtGFfK8IAixCJkGH3C9zwKVBdPtkxQjz4MPPsqZC5coygnkOU+l9YZBEI0N1PVON+5btDfJUPwhCJ6moyITlQEV6HyLsqVwKGPCh8C8cSw7j/MJ53P6MGarIMgZobRalFPKwRLC7Y2AmLuSN8xDykrerLSoxBs9FBSw2lxLECRyEoW1aA0f+tCH+Tt/9+/z+c9/gdFoTIyBxWzBrZu30EWBLQpJeY5GxxT9Bxf2ojCrcaFRhOhz9ZOUtSdi9txLEkBn5CSuOEiSSpE1OhCDVKQJygNkSwujckUXIftoybgrjBW3gRhxQdJlsrHv6dolGM3jjzzGf/w/+Y/4X/0X/wWvv/66BG4qEsKgDD181GDUPXAvU76WAGbFZ7tbewvhQUNSJS5oOhe5cvUNRqMRvfOgElU9wlQaExLeBbzzFKbg9PZJpvWU2ASOZuCTJ7gBKRFikS0sKCOkqD5QFgVVUaOySlzTtpK6Kiy2LjBGc7hYiH1C0nRdh84eMvv7h1SjkpGZcvbcaf7Cn/8rPHDpEawthFeROyW4nsJodrdOUo+KFSTpQ0Jpg7GWiCb4iA9OLrIecoaSphPHYelhbRVDYajWmpRJhiKtPVT5ZGXLKGJN3gUm0ynjsZA8YxZ0EuJXxBgJeFzv8c4TfMQFJxpASsjQXe/oekfTLJlMJkwmWyht6LoeFaFvO1IIGFuQlKIPwob3IdF1nmbZYfuASjWzvXffSwvWk+ndltbNaqzVcH1T6uUOu/rNX3MZ+Z0m1xTX0dNKhO+O98UAmUK2KZYJjcT+wSF1NSFoWDQN48mItl8ym805OpozndZMJiOO9iNtsyQEJynN6HJwo7m1d4tl25JipGkaFn6PCycmPHrfLtee+Qr3l4mdOpLawLztwXvKwmCUpVn2oBXdsqNbem688E1O12Ps7kn6ZoKrp1nVu0GlwFDe+qaO2tjB3/mKHM+Br0pjlSahGI1GPPTgZR68dBFSYH/vgIO9G3fqzP+hfQftdrQqRI9zDYqAEXrJqlpT53T5ZqA0BDwxa3vJ60rMVNM0DQeHR8ybno9+7AeYbp1A2zKnD9TggTucCQO6k1aPv3eT4T8MQc+Z3QkpSXGIix4fPIsmolu5J5wP+CBSJs4lXMhBS0rolDVz8kY4U26khZw6yvfJ6ltuonWrTH7mBQ4ohpJKsSF9H7Mc9Gg05qd+6qf4O3/373H54cfRWuO842B/j9dfex1rLaenZ6nqehX0xGxXIRyv3OeknCqSgC7GJFMDCqWtyMQkJUhRYUgmkIIjhQja5uyJrGFt2+JIkHReuzwhSEFNjArnelKKGGvFGT6BSTJetYLCSPWw7x2tWhKIFHVBivCRpz/Ir/yHf4X/zf/uf8tsNid4kU9Yafnk9Vg2Xno9jw+7VDKL6bsNeK7vzZg3LW0fCUl2F96JsNXO7jbVSCp85s2c1HhGRUGhChazI9qmwU4KpnqL+dGclAI3rt8ADT44tDYSHQdZeAKS1rHaUJUW5/tcXdDRt4KstF6UG0dKUBedL4YLjjTv2Zmc4qf+1J/h8ceeZlRPWTYzjJHyehUTzhp2tnbY3plgS8Oi7Vm0PctOqmaslRtbEJWINmpdwj0QpTY0KYwW3oZkaTSscq8Ol9nrSkFVFFlzILCzu8N0Ig7sQ8AlDPi4ilhDCLheuFPee4pSLANclu2OsWW5mBOTDAZrCwpb0bU9vhW5cKM0fe9IWpN0pCxLui7QdT2h96jk6WYe7999t/TBBu3ttDu9bNhJ6dsPsp4vVg+G0uk3vfDY0d/iZG5HoJSiLGuC19hizK3ZIcoYZosjbt7a5+atBdPpNrdu3uJw/w0O928SvOSsfd7RLJdLur6Xypi+I/aOwjsevHCC992/A4vrnNgaMTKQ6Aku4YLDamiXDm2kBNTHCH2gU0uuv/ws5dYuu6cuYKoTUi6qAoeHe8TgcsB4u7u18L4GFGDVQ+n2Plp/9+FnjDCZTHjssSd44NIloncc7u2zf/M6+zev3btP/4f2lm1AGocFue8XxNijCCLEqmzmZsCKI5gRYsVaBA8SMQivgpjyJjOB1pw9f4Gt3ZOgSgTJSdxJlmB9Upu/3vm+uVsgc0z24Q8BugOwMxYqgksFjetpu56Yq4tSkpSUykU1JPEdTHmBCj6I8Cyy+MecrpLHiRDzXKXkeig9LPQqI2iCkgr3ZECj8x0peyvh8xjD7u4J/sZf/5v8tV/5VXZ3T4DSwjVtGrRWPPHko5RFhdFCwYhJ+CsDJzMl4cKk1YY64nr5zEE0V7g9UXzYolQ5pSgVqULQTjnlJZyYGKSsnZTHXVZtHsjYSmlqW4gLOwlTVjlrolFRnutdS984SZXpHtVB8D3GFlRFxSc/+jE+8ZGP8sV/829BS19pOygtg8zw2QOM9XfVsPIdu9dIu2fA8/rN65IfDgkVVS6RU1R1lW0cDIdHR0QfKIuK0ohPlNQmiWmYMZHxpMAHhet7bFVgTbHKNa7UiBGIbTSeUo1rQi875LbrwQeqaCkrS3DCPHcuopShKDSFLtGh4INPf5wPPv0RnPeorqEoCqxVlKWBGBlPKra2p0Rg6QJ9ULRtkHSEErXSQGRwmZXBYVfVD0NkbrTOkWRGcLRaSYjH7EzsvWgV7WxNqaqSvu85ffoE9XicuRBxHSHnqrCUoHce13u6vsdmbyRjhUE/6G2oJDdlionZcslivqRvevH7sgprbK4eA7RlVNdsb2+jtaJvW1oauran6xKjevSdzBffVRuqI3Pqe5WSW6tkcmxiHcDV1SSpcgXEINS1QoqEXpzUEOuvgfdhbzp4Rq2syxgOMUzyevi0nJvPCF4U2qfVhqIcc+36HtPtUzStp2k6lIar16/S+UBMka5fCiI5mrCtDPs3DmjbBQnF/t4By2ZBcB3JB3brklEVOLOtePiM5VS54PSF05zePUM/WzDfu8nR4UKMHUOSDJxKNH2L9YbKGCyJvjnk+ivPMj5xjgd2z6L7EbYuxZhPie9NvA3Zke6UftWD4WFC0JuUVhLtMfNBhslOK8t4MuaxJx7j0oOX0GjaRcP+rWtcu/oiLz73Tb7w87/8Tg2Z77ndrYroe1143znOUNoYx8Pozanp6GnbOUQvsvsx/9XkiphcVmyMzQuovGao3JILKotd9FE2jsETUTz04KOgrHDTlJad/cY5rFt+dgNy/X5r6LwTTbj8GptgpC0xODrnGbR2VihNkvL+GGV2iCmL6kQwDLSHgV6QgyWO58IVZOHHtdWEUmSuS4KsexMQDuiy6dHacPniQ/wn/+n/nJ/+6Z+lrCrxvAoiNTAajZlOp+tU4XBx8rwqdi86By5C1YhD0YKS+TBmzZ3VWEqDRhcZRkwE169dAMhjcCAUK/GE1GWJUqJTFELIooQSCHrv8joqc04gEpyjaxrR7C0qYuanucZRlhXFxFAYy2c/81m+9KXfZzZbEKIIFw99JhpHqxzW6nvL7RTfci97z4Dn8OiIQptssJayzkCiqisSMJsv6JqOsqjAJ1yM9G2XURAZIMZqMbyMCt94gverioJhR+KCRyfD2TOnOXXmFK1r6ZPYIhSFIoZE10o6KvnIrJvjE9RVTVGWFKbg0rnL/PAPfwFTlBSFOLhLCkr8RLRRjOsKFwNt2zGbLVkuRS+gLEqssQKZJYWysjpqNZT56RVaY3IaS6mBYDaITAlHY+DeNE2bLSoKSb9p4TBBIqawCnqG6DvEAErUnbu+JwQJ0FJKtG2HzWWpbduJD0rwcrN2C0LfYVF03hONJWoNRq+AaGM1MQXqYoQ1Gp/LLkMMdP7dJ5sO06QeHmxC58MEodcj9djEqjL0umL5yAFWAl6bn5BhfTIUv3q4+vvQI4n1ieTjpc1nMqSfEgrL61evcWN/Rr11hv3ZnOv7exitWbYiDDYeVaQIN27eQltN5wL784a9W9cZPGyqIjIpFJfOn2GsIierCRd3CiZV5PSZKdOdCeOxpdcTXLvAuhHRR9quxQKu7fAK6GChxBBwvDVhtneDF77+++yeuUBKPdtnzkL0pCT36irwU+sqjnUfr4Uw0+a3H/gImfyolGY8mfLkk09x7vw5gnMcHB5yePMar736PN/8g3/Hc89+7TseF+9Ve7cX6rsFU7d/7vHAazO8yMFPkiC7a5ek6KisbLTCKlWVN1iZ0xAHUvptwYpspsI6bZlECG66vctkuk1e9hgCfdL6XrnT97hd/uFe3/E7aXfS73m3m09xVQwRglgtQFYnTkNwk+eQzGGSuWHYTKmsViEBi2IIJORfVEPwoFYbLzVUeW7cW6J2vdZQ8j6SlOLyI4/yT/7xf86Pfv7H0MYSUiRE0eKRjXe2Yhj6EFHZHiqxJNiJOdiJOQAJkjVwjuj8ihohlVoJ5+R1WoFRoIwmGSMVWiZlQT+ZBySsSKsgIyXxAfRehIJD9uYatIRELsVlIUOPSpGyrAAhdDeLRgqPig6tDWVZ8cjlh7nv/AWeW74AQJnHu9Ip86OG65GVrFfcTI718Z3avUnL9YjoPDF4EQ8qLEkliroErei7nuATfXAkv/ZtsbYQJrwWqE1ZS980pFzdMewgpcpATrIoKs6cO8v2zjZHs0N8ChRFSfSB6CPLxZwUAmUxwuue6HrZoXrDqd1L/OxP/ALnz95PaWvG4zFlKRoAWkNRWkjQ98JKXywk4KmqMmtb5O0/GpPVL8nnZ60Vj5qM5AyVVGQp/WG5iHHg3Aw6BZ6dnW0p92PIr8pxhQSnVh4ngjYbhM0vC01ZVlgrOjs+eKnMypF6iIGub1GqZz67SaKjHBn6ZAX+M/nmTaAMdL4jtp6IkyCs1thegsdFN7vXEHjH2ltOZ8djnPXDYeexmbHN0cybwMsBvllJjW/+/e5nsFqEUBl2HkS/NPuHC7769Wf4zOd+hNYnXnjpZWbzBXU9ER4EgcVsxnw2Z2s8YdnOuXXzdY4W+7jYkvqOsTWcHtVcPLPDRAfObtec3amZmsikUpQ64RczXIRm7gidw6iCSM90OmU5X+AitD4gIZiixEDj0G5OuHaFK9/6MudDi3MNKThAxtPAxB6Iypvfd1hABW5nNZEOE7w2okF14sRJHnn0Ec6dO4frHbPDfW68cYVrrz3Pc9/+Ci+88A32915/qyv8nrY7VXG924Tjt/P8emd+/HoMgo7eizu1HSxrBlPiTDpVQ4okHysmDxmByLVEsvDGJItP70SAdNlw4sxJ4f5syvJvoKxv1T93Kkn/Xvr0+5Hm6lwrC3EI9L3LQb0hplwGTqYa5DSgpFJUrnMYHmdyMfLcMNcMXopDjcmA/gyLtPCkhv5L+CQEZZTC2oLHnniUf/if/WM++9kfQmmTrYdCDlBkvRh+HwLUAbmReVGuT/Ahry1r1CWEsLK3kHOUoDh4KYpQKdK7Xoy7o18pKSu0cMn6bqX5NASDKs+3AxrsvafvZV0euGY2q4EPTee0m8qvGd7jfaCuR5Rlxc72Fo8++jCvXLmSXQwk8Fc6E5SjWs1RKeuBraP1ewfhbxHwjKEINIs52ijKUiwVikyQ8t7Tt2LkSVRgJRWkjMLYAp0iTbck6TWjWzp6vSPP4wejRYxtiCIrWxGSZ9YecbR/yHK5pCws29vbVGUt5d194tzZ+/ml/+Cv8tjlx1EI6lNVtQQaGVIQQz2ZLLquYzFfUhSFeGYZk3N/AziYNXCMpcjBjvfrqFjUNsMQ564quGIMuL7D+0Tf94zHY+q6Wqlaam2ICUJ/PHgZVhutDG3b0/eOvndMpxIFO9cRgiNGI2To7I3ifE9ZR2bNAY4eCqinNXU9IXhP3/XZ8wSSCrjgGZuSSKCsDCdObzNfLggzd68h8I60ASm9J2l54/c0gDdqFbTf9ophR6WOv+fYQdRtT6wDJjZ+DjfKZpmjiqCUJSrNv/7if88PfPpz7B0ueO6Fl9g/OGC6tc2pE6eYHcxom0PGE0tVahbzIw7232Dv2vNsccTFUyUXz17g4pnTnD25TaUihQ5MRpbklnSH+7RtA6oCpVgu9ghtwrcekxT1dJvlbEbXOXoXWXY9xpYkbdBBE7qI8T20N3n9hW/SxZ5TfQeTUznYWdsCrELzY5NBWvWV+NdkVViVTUeV5szpszz99AcZTWp617I8OuLmG6/y+ivP8upL3+DF57/G/t41MaX8Q9TuNOm9U6TZt6o+elvPHSOTC2cwrMRDdTZrTkS1HpvDJlE2R3nR3dBVil5Kg2OSHXvIafWmbej6wPbWLoIQrMXnboNc7/p9/7i0o9mRcEq0JiWNtSWotYTDwKOUzGBa3QeyiKeckgKtpe91AoagRq3nHNGczb5Vufw8r/YrNDkhvDhrLI898ST/8B/+Y37gBz6DMVJQI2sLqwV/SA/FHASHEMXPElbCuMPfYkgibxJy8OMEdRH1db9OaYWMBvqA73u8z6ms7L01SFCAoFLk8ai1XllnDIFwCFKdNSBHUlEc6fse55ysn8asUlIpBQpr6MjVXX1H3zaYouD++++nKK1kVowkBZUWrbXBQiLm/9ao2d11ooZ2z4BHZ+Ey7z2lKXDegVI0yyXOB5aLhuQCaDBFIZyZqpBKJkBFKZt0wdP2HUpB73oxySwLMFry0D7QLhtefP5FRnWNLUQUqVkuWM6XxBCx1tCHjsOwz3g6hVDwyOWn+OW/9Ks89uCTK4fXsiwpbFbMDD0xRsqiQilL23QcHBygtaasKoy1oBRaW9ZLoEz+JkN+MUge0xqzGs/C8VAMktpDesp72TUURcHOzvaxnVlKaVWWviIeIsdyziPVXQHnBClSSFCkjabSZSY4y6B2viMmh7KaF6+8ROt7Qd+ioxoVFKZmcXiE74Kw4K1lMqkpC6kyizGyPZliLaTk3+5c8V23AXW/10C8o5jZJswDq3l5CIKOrR/H3nB8Mdqc0lcJrYxBr6rD0uATJce1ZcXvfukPGG2doJ7u8M1vPUPTdpw5fYa6rjna28f3nlFdkvyCW9de4dWXXmJ+8DpPPXqGT372SS6c3OXkiW3q0pJI9F3HqCohefauXeWom2MnYxofmLVCVO67Dtc5tDUYpZgtGvqQ6Jyn8wmbEslEQnToQmWX7IRrlty6/gaTCw9QT4DMRZOuenPQs16wN8JAJWG8zrvIs2fP8v73P83O9i69W3K0f5OjWze4duU5Xn7+qzz77a/yxhuvsVx2xFTc9dr+YWp3HGdvMwi6U+rqrci6d31uY2yLR1Kga5eSNs+knJB5I8PCM3DfNtOR6ViaJG+8fC9VSM6RUmTZdowmJ6jqMcfvkPWJbC5cb9Uf3y1q9k6iQ99ti0lkQay2xAC9lzLxmBX8VK7EjUkRkvBgUtbkGvy3QMi96EEPRjidUasV6kH2NYO1v9nQtzqTjF0QisR99z/A//J/8Z/xqU99loTOwdewwTZsBtfe+2Op5hDWv6fMnYkx0vdORAaDpMQUSOFM8IRsnyFBjQRLKkZSlABp0ApSak0mkPL2AqUUISYpiAmCHHVdR4wiKjy8ZnAZCEEKa8qyXJ2nrLGSeovOSaoLhet6Wr1EdZrJaERZWhnDq6unVn2psr3KsLYO/bO+P+7c3qIsPdBkZ25r7KqsbT6UjCnRn0mIUmVZitu3MnLynevp2paudyt4Txsl1UZlQVGW0gE+sZw1BBeY6SNGo5KqLunaFh1zcOGDcF9CJLglTz35QX7xF/4qD118GEXEGk1RaJRKhGx3H6NnNK4xyuD6wP7BHiE4RpOJKDJrETccFgaFBOFKSdlbcAIXWzPoL6gssb/uUEGsYIA2i7JkMtlavUYptcrTbjLmhymnd47gRcxKBqkXRMiK54kPnqQiWhUruNu5DpSn7z17t26hlVRqlWXNdDpG64TrLX0e/KN6yplTJ6lKS7ucs1jMCX3LZFyzWLz7+il3WiDukJA69poVsXkzBZA296PHF2rUGuW504CPw2eq9TtT5jaIvkb+Twl5+cWXXuFLX/kaP/HTP8/v/t6X6Z3j9JlToh3RNZSloW/mHO7tEf0hV1/6BvM33uCTH3qMz3/qaR7YnVCXQrR3yeN8ZFKPGVcVs719iqiZjKY0LhGt5cR9uxwezmjSLTxLIjJpNUnhk6SzfExy//hI0DJpNMuG6ajkaNGwc1JRj7dIDJPVwM053l/DLnb4PWZ5eOkcjcJw5uxZHnvscaaTCX2/5HD/Gi8++3VSv+S5Z77MC8/+AVeuvMiycSizhbHvPvn9O2l3WkzfKb7J3Y7/nRxDroYgOykGkRIY0iRJUBq1ugfWZPOBZLq6R5BFMMW4Ipxba1fVM857QkicOXshb+xgkPld3Qe3fZ9V8H+X3fLbDYzu9r7vZytsJQr2UREi+OBFF0dlQb0YxQh0CE4y1SCEFZzBwCdcBx4qO6cPejTDPRZRWmMMK2NppZTIqWQTzhMnTvH3//4/4DOf/SFiEpkVFzxaK8qiWO/McqZiKPZJSYjDa524sOLKxCCVuinI75r1uAnB58IaL0Rsknj8ZWBDXiPPSyhH5t8EMe3MIsOwVok2xlAUBUVOXw2BmWRG1lVhAM4HcVHPhT/eS2BmbYFzjqqsqMuSuq5Ep8/kYp0MhEo6T+cKuJSzBgO6dY9qw9zewjy0xVqLV8LXQWkR2FPiJKuSQhVm1Zne9VnUKBKip20afPCURY7ugLIsWbYt7bJlVI+oRiWLhSM58cGwWhNcIBWRyWhC8pG262h9B1FRFCMeffj9/Mpf/h/z4IOPUhhLWeqVmJHJcK/vHWVdSLoNxWw2o20bRqMRRWFzOfdGBJ35HkYPi2aEFDJnR8Z6iAI7G51WC0WMIv2eUIwm06yerLIBHVgjVWsrAlkUpGdQrXU+YIzFtd0K+ptOt2RwOI9zHmUSOg+Itm3FvNVobt26wY03ruL6FlMYUkwcHu6DTvShp0dyvrPZnMpqTp/cwXUdpEiR4dFRJpC9m01t/rYJt2zmmJCBe6cwaCAPvoncQ55ApWSOISK6/RjHlpm8WKzOY5XOlB0HSrN/NOe/+ef/gqc//Am+/cxzzBdLLlw4z3w+wxqFiz03r11nub/H9dee40c/93E+8ws/xVhFHr3vNLXqSMpjlIYoWjp1VYu2x6JhfnDEsutYxsRB43DaULSReR+ZnjzLwa1baGvonGd6pmZ26xa4iFaepDVtL+KCKSZ6FN5YvLZUWycpJzt00eQ1LW6Uqm4m8zb6DpmElTYkpbHacv/9F3n44Ycpy4JmOaNrl9x64xUOb77G1Ssv8K1vfJnDg1ssm4ApthhvneO+i5e/43HxXrfbF9zvZMH+Xhbr25GhlGdvRSRGT9c1pOgz+riR6mYIPtbBzgqh07K526zOUklkMrQyMqco4e+gLKPxNiJRMKSyBrbP8Xvu9sDnbv2w2rgc+05v3b7f5elGi0G0aKNl+ZAEWheAykrKsomVooUB4RiSUEP/5eBolXdHUldK1hCtJENirMIahV7p2coG20aFqWv+6l/9a/yZn/t5rClWdhVVVa02ZiEgacoYMrojpfBGWxQa76Q0PMUkGZhMlTCo7HYgWYgQAikjiQwpJN+TYl6XghybzcAh5EriHAhppUH5FferqqpjWSARvHX0fb8q1LF2qHKWGIHsXOA7MSQd0B1jhLKxWC4EhRJHUxkvWmVMSK0qutG5yjSfC3GQZWB1fe7U3iLgaTDKUhQlwUmuz1iDKSVIKCuDcw7XtCgSXdNhCkPvJPVVFBWT7S3xp/JB8pkoRtWI+WzO4mDOtJpQ6AKjNMpqTGGwpcGUhQyoFDFFAd5RmJKHH3iCX/3lv8mjlx8TsUAjOenCWqzWeOdEGFGDTRrnI8tlw639fcqyxtoq2zoYqd4aYMm84ymMVGT1zqE1GJNLyAGfyzxT1lCwhWE0qiQqjoAyOJ8HVBJTOZAIKoSU86Uxk8ogxJSJcYnlssE5jy0KpttbeB/QpqCsq8zhkUBJIQqV2nquvPaKiNpZLYFQTIymI8qyJMQkETCKFOHw8AjXLhnVVvLRIaCSxrxF/v4dabelpgY2jcy7+ffVK9LKDeF4k52O2li7B+La8Fhv/pH1a2SSXpMzB6Lf7U0rjY+Jr379m5SjCSFC2zecO3eWrm+xRnPr1nWeffHb3Hz9Cs2tm1w8OebyudP84Cc/Qqk8/WyP0HkC4FtHbFvol/QOXJ+YLY6YL5bM245WQRPBVjWt85RVjfeBcnICPZpgU6IkkrAoWzCbz+jaHlNVJKUIKqGNQReWarrD9unzeIrsKZY5Zkqvd/MbqRDRzRj6UDqqrkdcvvwIDz34EMvlguB6lvMDbt54gxtXnuO1l77Ft77xNd64epWm6THlFtPdczz6xAd46NHHvouB8UejvVOoxPo4siOP0dP1mWSeInETCUVD9gQa0HGQxS8x8CX0CtFJKe+WoxBQnXNicNx7Tpw4TVVtprMGouewWG/uQu5+7ncKGL/fiM132lwn3lE+xCzCF+n7gFIxc1VEm2hw5TYKVJDFVXouikZNGowM1n0ge6eAMQqrNdYobKGxhV5TIZDNdVKWT33sB/ibf/NvUtU1CQhBaAsh9sToqcoKhWjk9H2/Ii2bbDUkyJNYNEkhTC4LDwOHS97Tu35FUiZlZeUU1ymv4EmEY5vFmAnPKuViHVUwEJZXHmIJlMoVYcNn538gyBCIRYakvGSdD70gUVKZnxiPJyKsqw2u71nMZ8wXR2K0HQPK2iy0qXO2ZLiaG/eLBpJwqr4H0nItMF/rCU4GhFFWHEkN9F1H2znx0lARYzVt06G0oqhKNFZQITUUkAlS5Lqe6ALOJxZHc/pOosYUAyqIfH1KsFg2aCWRZGErTmyd4c//2V/kicfejzUGbYUDVBYlMQbaticlKGwhpGVjcS5weDBDKSMl7GWRq68GATYJDEAIXaQoLrA6E81UzkX6rJkQIinzYoqizCapmpA1DZRSpBDRgEuSo9TGErww3Af+jveB3gfKwuYy80BRFGxtbTEw8b1PuN6LMajWK32fmCJ9u+SVV1+inFQ0i57xeERdj3G+p5m3NMsG76AoKpQSTtKJEyfY3ZnSNAtxWHfCaXpv2xDobAQ+t70iJnEfvkPy6lhTw4q9PjS3byDl8eaTQ9npOsWV8u5ga2uH5156hd/5vd/n4sWH6DvH7u5JunbJYjHjlVdf5tlvf5O9vavU2vPo+dN87uMf5uH7LmBIFIVhkQLXb9yiMgrjPG55SOiXeJ/QpmLZLlm0C1yIFPWIcV0QspBmAgIGM9kiVhOqoqDW4F1CFyXFdBvv+rwYKvaPDundgsnOLtOTp9k5fZ6YA+yUPWXSqpfzt19NCGt+U0qJsqx54omnuHTxQbq+AwWL+SG3bl7ltVdf4KVvf4WXnv0GV197lWXT44Lh7NlzPP6+D/PQY49TZhHSP25tc/K8nawMb4GI3DGGkOAleEfvWkg+766DaJvkFPtmTD4oJ8u7BRXy3lEWJcaWWcRVgUki2LpRCtz3nhMnz+S0mARRauNow/+Hz7pbif3m9789+Ln98e2/v1X/vpeoT98J59RH4UiFLLCntWwMZRLJ60FGb7RdBwIhJEJSa5LwADcMXyEjD8aCMbJOSjCFyLGgSVFz+ux5/vb/9O9w6tRpSY1ppDRcq+w5JcGsd56ua9dei3rQ/oGYuTghiBn1JlITMxo0jK0hEJFrI0iORhGVrOM+DMUrQr0gI4Zag46CVllToI3JwMVazXnw8Epx8N2KqxTTQGSuqhJjLKHvMq+2QCUR5Q0k6vGEqqpRKTJfzJlMt47RHxiQNCVFQ9Lfg2zMxvhR62t1p3bPgKcsCowyNL7HmyjBSuiZbE2xlVSWtE1L33Q4oCorYkyMJ2Om9VTErlbsd3HnBg1JEBlS5GBvHx8CCskDhtQznx2ijcXamqIQeH6r3uInf/xnePr9H5IvvWLUi1YJCfETsgpTCITWu5a26eg6saq32eV1VQUhlIWVC2xSgkINAYYy2ZAsBzEhR5xlYalGJTarRieEcR5iQiVJLYlAIDjvyALOOfqUQMYHLxylVIOCqiwZjcfYoiCs8rBiNOpCxCgRSHRRyv6e+fbXuXbzKkEFjLLcf+E+CmO58tprtLOG5CMmQYo9XiX6qNm7dZBvGjmv0XjM1vZ7IDy4uRAMoluQB+/qDwOIDww7LLMKaAxDKeKQksnvUetJVa84PWsRsJR3IWIAmFB5pxwzCbEoLQaoixE3b+3xf/u//z/xSWGritFkzHx+xLXrV3nhhWd45cUXUNFxZqvgwXMn+fATD/OxDzzBudMniBEOjhZcv3HE668fcmJrTBV7/HKB9w1KW+aHM5ZNx7xtiEoR+h472qX1nmK8DcrSh0iyJeVkglJWJuTRDnU9xfgObbQgfArKxYKD/T0e/tCHOXH+EmqyvRJNS1pENMlMEQGE5bcQJKWic+Xk1tY2jz3+OPfdd0nKdV1L383Z23uNW9de5NWXvsbLL36TGzeu0XYeZSecv3CRpz7wUc5fehBtK5z//qYq3m77XhfXt7dAZyRtmKgB8rWAhA89rm9EDZu42rmnNASkQ11zxPmGvu8xWlEYg9IQeklFeLJtjbaAaG0RHSF0+LywmKJmPN2Wzx9SBPleWK8L332f3C1FeC8O1fczrbV0A0oh6LBzQkuABFqCgAG5MNm3aYBIZRrP+mwhl0TH4X7KG6cs3Jdi5kYEITKH5InJUZQ19WjCX/xLv8xHPvIJlk3PaFzSd60EV0aU/rvWYa3JKSKXuTKC8AkStEb/nO9FKDBImXnI3E2fH5vBjkGJ1xRaixJ38swODrhx7TqnT5+mrGsJ4KzOOm8BnwIqyLh1WgIZ51wOhnKAnqAwBViDDwZbiCuAzTpSgi4Lb0g+Xsu6qyT/550jpEDAU5Ul28Uu0+lUfCu1QkRhRGFZjhfRaaAnrNcIcjyQ7jG+7hnwHM1naAwEQTDQ61r78WSKqS1Hh0dEEuN6xOnTpzk4OKQa1Tz82KPMZzOuXH8VnRRKazrfUxcVVkn1kzGGnZ0dytJSlTWgef7552m6BqUU29MpSQlE9+H3f4wf+aEvUJYjrC3RGkJweB/EWqEsVyJ7m3b03i8zqUrQnUHDQCtxFx8IVSklfAwrOE7Uk3MUHwbzT7lg48kIawwx504jcZ0LHUr9gkS/PogZ21qtmezfFYgJ7MBvMoKGSaScX5O9tERZ1VNazbKZ0fZzvvncN/FZcl4pmB/NJMU2HnMCxa1b+7i2x5aSomt7Tz0uWCwXeQcT0Aa2dqZvZ554h9pAKlvn/1c7y/xTZ7NUMbOLORodAp1NXoO6w88BDRoge9bPq0FRWCoAFUk8XjygDDeOjvhn//zXefHKVR569FF2dne4dv0qr7zyClevXKFbzjizM+LypcvsjApq7didjhlVhhB7ui7S9S1931KWlt73tItD/PKIFBy9D7RNj8rGnl3f0QdNv9zDjE8QmpYyV9GonJJqnYhXUhY4nzD1VKwqqprQO05fPMvWmfs4//BTVNs7JFMIwkNa7VaVGnpOgnJJgRhikCBoa3ubp973NOfOnafrWoGTZ7eYHbzBtasv8tqrz3Ll1Re5fvMmB/OWaGrOnn+I933wo1y49CBomyei2y0s/vi1t7uI5wTH+pHKkQwR53pc36GSlJCnJLzGgaS/4uMA3ve0bYfWirZtWXhPWUo1bIyJ5AIhLFGmRBu7Om7vOnwUdGd75wy2KFiLUG7uiN9c0XK3YORuwczdfr9bWuH247/Xwc+i6VcczZRlSxTkYDGitDkeBw6bYpVJ3EaBT0SVSD5X0unsSp5yKXsu/Y5Gk0wiauHMoEUA94Mf+ji/8Au/SIyilh3iukDDuywpkoR20HbtKrgJITCZTLKwbSPV02WB7yXgCd4TnPCSAHrvSSlRlLIJN0o4PBK0dDSzOa++9CJ911JYw/bOLpOtKcYWhGDpu54YZMukdFahjpkEnU1FUyJr6ggJehPd8V7mXZN9x4ZU2IBkOufkOe9p23aF9acErWvxwREIaGVISVSvV0APMqcZta5GlWuU1gHQHdo9A54Vt0WJS6rve2JKNIsWpQ45deoUo9GY5aLBx8DRYk7Tt3Qzz8uvvSqpGSNEuZARiyYkjFKri7i7u8Opk9tcv3aD19+4RdP0OC8TdYjiHXXh3CV+9qd/nu2tXaqyRqHF7yOJ43pRFGL3kKF8ZWA6ntI0LcumEXJ0Va40d7SRCHOACGXYJwlaUlo9p+LAxRHC2CAmWJaW5LO/SBSRqrCa09YwbwwxE7Is1kiJnQ8xl5driqIW93nniGH9feW9CeeES1RYgzWWppnT+wVX3niZa7feAOvRRYXWMFvOGE/GdL1jvlzStC1d56mUApWYTGou3H8/3rc0zZyYYLZojgVi71Z7k/N4jkCOLRYDPJ77bk0vWIt9rd47vDIfdxAMvFPyayB9ShWS7HBkVxIhKrzTLJuOf/5rv8EXf/O32D11hu2tbb72ta9y9bXXUBEuP/ggZ3ennJxodsaK/Zs3KbVlazLi/PmzlKWhdS3LxT5VoShPbjOfHdJ4USBtlks5yySE/K5tRJU8WrrosKanNJVURTYdWIfqA43rqUcVzWJJUZaEAGiD0paeRL1zikk5ItVbUIhTslqhYHnJjdn0MAf4IQSxFDCaU6fP8MEPfYTp9i5N27KYHXJ483X2brzK0f4bvPzyM7z88nNcu3aVw3mPrXe5cP4SH/zIJ9k9eZZA5kah75xz/PeoHV/gN7kxw/MRlwNi4VfF1cJ6Jy5MAowt2NouICVcWUp6IBdZaCOp97ZZElKfy34jRCcLZdvRu8ADp86sfAtXm4c0oOP5XN+j9v0mLAPZ70oqjNfu8BKMioOLRDiruYfjmzKpXpf1SWkwShO9LLqSCUqELFkiqSNRLx4Cmsl0zC/+4n/I7onTdH1PWdb0LuQCmEBIAZQSxERBRQ4ysh7cUKk1/J6iEd21wbYhBPSAh2RplRAl5eV8yCanonnjlkuSc2zVNa5bcrDv84atljSfMrJxDwFlVDbuVCs/SaFo+Fy4s1Z19044p8ELzwwdVyXsRhmMMnRth/MyVmMU83GlxGNTG03bNfjQE/HEJCiOiEHm/ke8PWPmqepBNFjFe05F99bhiTnQ6ZyUaCcorZCXumXLLX8THzxVXYJSdL6jHJfYomC+nAmyYg1NuxQOC6JIrIzYPYQUeOnlF3nlZTFMa1phqWtt8L5nuVxwcvcsP/ojf5oHLj0s1V7Z3DORxBaiLDCmwOgh6kyMRyO8DxwcHIpHR1lhjF3pi5hsUHMMno7kAGUgqOVBHtfoTlmW1KNaYOXoc8okIfytrAGQyxq9j/TOoYzJYk8JUcKUHFpI0p/eeykdjWGVPgMhei2aFhcC1hq6vmM+P8DFJa+89jxJh5wXVugE8+WSpODgcMbRbIExJaNJKUSvIBG/NprQB7Qx1GUtvl3vvgwPbzInVMezrJuT/TrPLAHMcZbBJnS5GQCp1WS+jv9v27mSUARUFKl0lTQow7Xrt/hn/+0/53d+7/fAaGLwfOMb30KReOyRx3n8kUcpFPSzPR69eIL5/qvEUcHT73ucyw+cx+gg8LDvib6HGCAG+m5J73q63tP4SFFU9H0PMZK0FVVTFIu2Z3erwMVEO5+TlKZd9NiQhEsTekb1iGXTooxBacN4uoNTBm0risk2wZREpEwzRS/Bn5LxljuJhPAWlDYkNOfOXeBDH/4Y9WhC7zyL+SH7t17n9Ve+xZUXv8X+zatcvXqF6zdvMF8uUWbKxYee5AMf/hjbJ0/jY8pBv4a4uYD+8W+3Vym9CSVhY/QlmfNc3+JcJ6XC0a3IpwNyMBxrsw1irSlFCmUoh/Rtkk9JMWCNZdm2eO+xGlwvqNDR4YzJ1gmm0+18UsfuONb3yfrx3VJOt6fx3inezXdbMfe9tJgkpTdsqFYos5I5IiH6OxoFEUJGhrVez/Hk9LDONAWthNejFIh0SdavSSJAKMK2cu/+iU99lk9/+gdX2jQSIAk3E1IOEOQap5iwtsjGpILODsHOalMODBYXZqgojgGNId2GgnfLJYU2hODo24a+bTmxu8toVEk6Kgpt4+jwEBDejkrk6qwNE08GJFLK7YdN8yB0GIOsMSmv0+J7KX0SY5J4ICM9gjb1lFWFQuF6Bzpx/foNvBcuUUo+e3nlx/m6JQJRJTSamNeEtxpG9wx4oo8knwi9IwxaOllIKLqIa3u0VdjKUpSl8FSMoaoqnPc0y442kf1KsvLi6j+5zZquywQrKdUu6zprFhi889x/32U+/pFP5fJyCLHHWhEZLAqLMTov/JoUIqNqRAyJ/f0DXO+o6zFmRQaUTgkrcaXsGjvo44SAzRcGhfBnnM9pM0tZVpnRriRPGFn5hiVycBQCwYuzbsxEZJTOKRpR1vQ+0ntHVYgSs/MuiwwaQgxYbehcR5f1GHwKLBZHeN+iVMfhwTWskbJI53qpcEPTtr1UZ2kjWgeZDKvIgzbBctFgraZpOvFv+T7tzCXl9OYPP0YMHRQLj5HS1pDlpjChpGuyRkReEEDKRNX64FgFRNkR7O3d4tf/5b/g+s2rfPZzn+a3f+dLzI+WPProUzzx+JOc2N1FpcDhrdcpdMSoxO72CU5vb3H+zC5lAXVd0LQLFvMFfdPilg2+7URBGUUfwCdN3wUSRnaYStEpi60m1Fah65qQFE27FA6HKWi7lrqqKK2BIHn55B3VqKZtjijLCS44aiu2KSmELLseV/2WMkHRh1yBogxoy+WHLvP4409SliOa5ZLF/JCDvavsXX+FN159hhe+/VVee+UVnA+0PqL1iEee+CCPP/VhxtMt0QHKqV+pU1Gil/UutiEQXg2DPyQR1h1TN6uIR1IZfdvg+haU8Ao1spgMXNdho0VGEyIDoXwgmA5w/dozKKWEsYapnVJUNfP5jGYxo1nMabsOpS3nL1zCWNFyuRupeH3C722ffr+qu3zI/MyUpSjSEObAoHmj1ADLKIhyTcIGci+Lbq7UihlhJpdta7Ibel6XVN5AK009mvBzP/fz1FXNUMASPCyX7So9lRBhQnFAH7Rx0qq0fAh4huf9oKrtPCslZC1R2qYLQPKBtmk4ahuapiEROXvmNAokQ1IIpSImqQYWqQRBeQQEMCvic0opp6mysMFA98hozZClGEhpQ1DW9X320lRURZHtE6OgTb04q6cY6b3n2tVrOWVl0JkkDlruDbGBR2mNtYZRPaYejUFB13Z0XXvX63/PgKedibOp1QUueTl5ScZhrJWdRyG7lJiGXFsUM7HeZ0hLFGOTVhirKQqL8y5rBCSU0ahUYIsCazW2KIkxcnL3JMlbfuzzP8H29NRqzVNKosqiMCtvK2NkmpDgQnF0NGM+W0h1V053Sfl6Qpm8fqa0SkfJ9QjC78mBkciKSyAkjuWiJOt9REfJSyqdssdKXnyzS3EIQQKe7AZPkmAvBBFk6jrR2xmVFS5rFiitKI0hkehcT9O2RKT0vetbOtczmVY8/+IVlstDIcL5iMODKVCYVcVAUVR5UVfUdYXRI+pRRfCJrvPEKMHi6VMnqet3v7omMtA3ZSUYyqKHoOdOO8r8p5yO2uDqwLF/A8y8CfqscwUwiKzJ8RTaFITOc+36Vb71ra9y5tSEn/7ZX+Hf/NaXOXfhAZ5+/0d4+KFHOLFzgps3rhF8x2K+z6c//jRPXL6fN155gbMnx9SFx/uOo8N9us7Ljda2tMslsRc08HC+oHeeLkhg3LQto/GEZdvSq4KQDNFaZk1LUdVgDV0rOfuiHOO8Y3/vBmjL1s4OyiiWyxnTnV3KcUnne3ZUwmrQKayQlpQQjsGQblIGlKWsai49+CCPP/4kisR8dsBidsT+rdfZv/4KN994ieee+TpXX3uV/f0jjB1Rjrd57Kn38/j7PoIpx6s8fg5JM1MlbiRo3p32/Qpw3grtuGNLUrCcUqTrlgTfo7WMe515BgOysBrTQ5Cf0irAWafYN5C6tHE/oEgKiqJkPB7TLecMom+T6TanzpyTa79ayN/07W77+fb64J24Ft+v6zlYEeg4zB9rITsJDJMUxES93tTK8gKs+SkMTyGxkaxFosFTWoUxhaBCOdUVkuapp57i6aefXundeC8WEE0jJtbCQdSZRiFVVs45SeWsfK9yybgfPNQUzvWiXZNpHiDo0BDoqpiIzlMWFmsmFGVJWRdoa+i7XoRrCxFkVDGiTUQbQWxC8EQv69mQbmLD+DoMuj4hkEIAlJwnco2DdzInxUjftSLEiBUdoODommUu0pFqNGsL5os5e3u3sMaQkogUSpAvZHOF8IiKqub8ffdz4b77Kauapm04ONinaZZ3vf73DHhIBmKkc71UUmmVzRUl8LGFxVhDULmczgoq0zQtrumy/4XGlIbJ1pjReISxBustfedQmXDUd06i7EJycJFA23o++sFP8L4nP0BdVsQkztS2sDnYWRuTCUoju9rFYsnBwRFlWVHXIzEyzR5YQ2p9gDBTSgQnA8U7J4FJ1rAZIvB6NKasqqyDI9VTLiaSBPMrkcWhsEIM24TJjs6ihJlNLkrJXkSZEF+R+WJO17aMJiPZwSktAWECqxSh71gsF5RVQR/m/P5Xf5f58ojei+FqYTKSg0CyhSmkvF+B7x3BeJQSE9JXX71K1zXE5Jlujen6nlVFyLvYVnFIDjRFOyetptk38Rc2eTr5oq1VNHORojp+7KQESt54ywpAGoIArRSzozm3rl/njSuv8sDFizzwyEN8/dnneenlq/ypH/8ZTp88R10YdApUNrBoj/D9jLrSvPHGa4QYWSyWtKoh+AYNlLamWSzxvsd3vSxqgx6FMhgrQYc2hj4k+qRofKLQgNXErODtgqQ3y2qMyX5rHoR/Vhb0fYcLHrI3ndKGsiikeicjASkllM19lP18rDbYsuKxxx7nocuP4J0YgLbNEYujPQ5uXOGNK8/w7DNf59WXX2J//4g+WrbHJ3n/hz/G5UcfRxVVho1FITVllVYyZ+jdH0XH23tdzvydNdFEadolvm8RAVNWwqgx33MDnXxQjx2Iy8MktQ6C5NVD03pIl0ghScxVXmVVYZsCW1Scv+8itqxRrBTvcnszsvPvUwsxYcS8MafW872SUyVCS0goLSjGoFclwQ6kbBrNKjAFpRNFAaWFybRiVFmKwkqWICY6r/De8JnPfIat6VZGSySVE4NiVI+FjOxlnXXOZV+0nMIKnhTiCjXJoa6QfbNScQyC+mizVjUmZXXmXjZkIFd/PJ2graFpRPutLAcuqsgdROdX8gYhn4fRxWocxqxflFKiMBbnuxyck0vrc9AWw4rc7HKlobEVIfS4Xvrx6OhQqqhr0ceLMXB4dMByuUCbhFVGqCgYYlCiU1dPqKsRo8mUrd1dtClYNl3+jtkf7S7t3tYSUYizkrbUlFVJUVpZTENCFxaMYjSu5SbWCoNlpC2FsvTLFlB4LzozbddiojiQT6YTmqbD9R4MGF2gC4MiUJqC8XiXH/zM59nd2cFYRfSC6NjCoo2kbEAi6RgDWlv63nF0eIRWmrKsKYoSmzk0kOW9NxbPlAf5qK5RoxrvenzIRbxaU5SVpKMSDHLuyhiSj3StpzASXYvOATnoUavqLWsNKSQwKUfrUuHWtR2TrW2W84b5bIHWiqoYY4yILbatw3UySHxq0TpRVSWvvnada7eug1XEgAwanWibhuWioR6NKaoSxdpTpes62l7SXBpE/Cl7xUSgae8O/71TbZjEby8pH5gEHHt23d4UEKX8LjW8f0OBeXO3mj9PUJ/8qTGxWM7Zu3mLV19+iccefYz7Ll7ixv4Rz75wnc985gucPfcAvncsmxlHe1eJ7ohnvvkliD1XXn6ecaGZjEpCpzF0uH7OdDSijYLuoMQML6ZIcD0uOJKKWFOwWDTMZ3OSakl1jY8JkxRg8DHhmpa+bYnBM5lYlDI436JUYjSSYNj1DqMM+ITVBfVoi7KsWJOGE+i04rjZXPG2tbXFI48+wfkLFwkuu7sf7rGc3+TW9StcefFbPPPtr3Lz5jXmywWNh92T5/nIxz/LxcuXKaoSHyXFO1Tppig8IRFgkzL4d7N9p4q+7+Z53ClAv53j0nVLXLckJdEn0SrzcTLCGTIkv0aVVR7fGY3Z4GgM13O4S1a3Q+aIDEUOwn30FEUl2jtYjt9R66qse1VU3Ulr6K30ee72t7fz9/e6DVQGlTkfeqVZteY2DcHP0H0r6QutkPKutHI/N1pRV7CzXXLixIiqWBN8fdS0vSKmMT/42c8yHk9RytJ3Ht8HnI8UZbVSUR7czWOmj5DL3AfUBOIKYf3/U/enT5YlZ5of9nP3s90t1ozcM2svFNCFpYEGuhu9TtuMcWY0QxolSmYkpX9L3/WJZqIZTWYiKYomSk0OOTac6e7pxlYFFGrPLfa429l804fXz43IRGWisBQAellWZty46znnur/+vM8iqi5L1zbi1aTVleshoKKoql3TARILNRqPmG7NaJuGtm4I1qNGUnwZI8WFyjKKopDX9SH98cIzTbEWSikyk+GtpW87YpQ5SWsRFNm05seh2E/+RNb2qAQCADSNqKi9sxJc6hXv/vhHNO060TJTSCuQ5Tl37txnb+caMcDZxYKz8znTLbn2s7xgluc0TfPcc//CgicrjLCeo1RWJjMb52GtQOWKYlSki0bjXaDvbLKAViijxK+m1OjkOJll4rdTFiOKfETb9dRdk2Avj44aQ8Hbb32DV156jcxkGKOIaCEoay0k5YRskEjM1vUsFwusdYzHY1nYjUpeCpcXePJiZ4h6FdVWJpbgWUYRh3ZWTIqqwCUIklAEJAOray1VkZOZnNb2gEps+yg78M1CZPCpcm/bDmMyjFI0iXOzvbtHXlWgFE2zFuPARha/0aREmUhV5bz/wU/RWlMVE+p6RV036BATmWvoOWtwkJGzc+0adS/KuZBcmqMPyfOnIi804/FvRk4co6AAetOISjwTnr/PvLzHlTFMxhtAOk09m6fclEEMfj8RIQCfn52xmJ/x9te/yu7+DZat59OjBd/4gz+jKCpWyzmHjx+wWhyxt5Xxk3f/Pa5fcm1nh4uzI2yZs14oJlXFqMrIFFgXOHp8hFGa0bikVi3eWTIdcVECBGzXs1yu6VygHBWorMC2DUE5ZqM8tTVb6ZsD89WS0Ri6vpHPqGLKvvGURU7f9aioKDMh8ftBMZKu2zigngR2dnd4880vkRUjmnqNs4F6eUG3uuD44ft89MGP+OD9H3N0eMj5xZymC+xdv8u3vvPn3LrzEmQZXimR36ohM0jJeRjIlXFgsX1x47MKnRcVP59HIv3L3Dfda3jk8ASb27x39F2Nty1ayRwSwyX+NcxbQ5Gkr5CWB9RzaHdJ2yohlEG8u4wRTkVIyfb6mZytddOAykQezM9+t+S11FO/+XmFyOc9fi+Sov+2C9VhKC3FiHBrIDdckn2RdcYnIj5RFnhlBgqDTnO67G7FywuMiVQFTMY5owLGlZYWJgoXBdmdzq5z987dhPQH6qQg9iFSjsYbYczwZ0OJUCQisLgZK4VEPQAk9lGExKnTkFAVQiSmxPSYuEAuBmZlIfwbH2hWNZPxROTxJG/vIIRtFYcoJS8FT5BoCpc6It46VDLbJRGqQ5AOhk1GuihSfJMWLpsV8cyghI5J4BEieNvTm5xl03B4coLOC8n4UjGFFYhx7mQ6oe0dzkV65zF5QVaUGK0py4KurjcK8M8aL1ZpZYHCGLQRYyspeLSQ4mJMGU8RgqJrHPWipu968tKwtTMVyXQGRWXISlFLLS+WLM9XHBzcAKWpqjFozWo5x3UtWTRMRlv8ybe/y6gYESHtWjKMHi5OzRBZb52QipumoWk7yiKnKAxZFjF6yDYZ+uUCrynEYtuoSFEU9E5UExImmvqTqUcZvVxIl5H2cTP5iFyvwjtpWQnK6RMvSYHSaFMQA/S9J6Yg1ExntG3Dul6CzshHI4KK2K6lXi1pVjVt1zGejZnOtvCuIbiW4ycPKUzBq6+9TPX2iO997wecnp7RrGtQ8rzdusNaiQCJaEblmDIv2JlOeOu111gtFvz44/fouoa8GrG7u/2rziE/f0QpdAZt1mbBHMaglNjcf5jor5Q78coUvbldp/8PRVDKHUp3DtGT5ZI5pTNDlmd85e2vQZbz8PSck/M1s919tDE8efwp58eHXJw8ZHtq+MHff0CRRa7v7zIqc4LviSrDFAXWR5bH5+zvzmi7FR89eMTWZIuZm0og4N6Mrlvjg2JV9ywWa0w+IpsYssmUxjr2r98gIA7czXqVkIBAVlYUVUUxKmnbJTE4vOvp6Yk6Eo3CG4VXimJUkWcKq2QCFpWW8GlMCgB980tvMC6mrJuWpm1Zzs/w7ZLDhz/lwUfv8s73/y0ff/KQzmqcz7j90ht869vfZefadbwQxfB+cHgdTBsTPyBccVb6HVnQhvHFLrBDAzmyUQdGUWO17ZrgOjTCbVDEDVoD6VrVghBsCpsrvJABlQRp00biRvShlN6ID3SMuOAIarDyj1zM56ybhmo0wTn7s5uFZwqdnzd+nYjM7wq6M5je6UyTG0VuIM/0hvYQEFRGAjZlrTBakWVskIYQhU+ilE4tJC+/jxGDcHoMCcWLoKLh7p2XmM22CBHq9YqmqWmajqoaMxCL+07ckqP3+BTP5BNiHdKGmSiqLlmv9IYGobOcCOk+pIJHVFcqOJq+YzybgRae4PLinLZeYbIMYwvKTGxdjMnw1tE5KU58EA+eMs9lXXSW4CwxJpuFrifTiR6SPH4SRYmikqytGAN9Mka85J4pogtEJ+BJVzd01nNet+xcu0XrNZwd09QrCI6d7T1u3LglBqy6pGk72t5uUK6YUKLVailq2OeMFxY8eTZKMfDy5suqoLcto1FJ33fkuSYvDM2qo6lbqSaDKJSauqaa5OLmagqMKVgvGhZnS2IfOOqfkBWF7Pozg3c9pSlwjee1r7zJS/dfTbEIOqmsJBBPMrAuGeMDt6ZrO4o8ZzSqyLPsMiNLC8wfQdpLCsnZ0qL0ct4nkWGCDVPLa2DBK6U3C3Vy5N4w5sdVSZbJjs2YPEkL5ctgU8/VRJEcei8tqq7tyHTGuluxrtfcvH0Xnar2er3m7PyM1aqmqsbs7OySaTBFTlPPuXl9n9E4cv/ePQJQjgq29iZMt0acHZ9Rt2uiVwQlZOW6WbE72+L2zVtURrM9Krm2d5sbL9/g333/37Nar8jN8/udv+4x7Dil+/K0Tf/Txm2Xe9PLIocNR+V5/I2oB8kiqb+uiV74ZrlR3Lh5A+sNx0/O6Z3mYP82J8enBHfBT9/59yi/wjZzjpaWG9d22NnZwmhPZmB7a8Z0us3WbJeu6fAnh4SsZHW+YjzdIip4fPiYoigoqoxRnuOCxTvPZDpjNJqxbDrh8mgEwYvQdT190zKocHTQGK+wqxptg7RAsxpTloIO6JJyvA15SSxybHCbHVCI4kuRqci96wfcf/ke0QXWdoULsLw4Y3lxzNmTj3jvnb/jJ+/+gIcPH7GqLcV4h9ff+BLf+IM/ZLa9j0+nYCNtD/Eq/zu1gzepTL/18evg9Hz+IulqIR5S28nRNGts32FU2LSuRH5+iaIOC9XV17tKhB3uI0+dQh/j5QLnXCKHxoD8J2T1tq5p6hUqBsbj0aaN/+sYn/fY/jJI0W+6EDI6of6KDboma4u4/ystcQsE8Y+LMW7ypIBNwPAl/yq1yLQXZXIXQeVIMKyiD9A5eONLX6YoR3gfknOyvJ88z3He0rW9cHBI4KlO64yTYkhQEyetm8RdDamYzgpZe6TIFd5oGAjFEbrOkuclW1tbGK3A9fRdh1LSYmqaRlyI0hwTnLzecLqG9dYl0rRSCryYwyoVsTYFhnsJu85Mzmg0TqTjiHMWUhYkslcii+IY3vcdmZaE+fP5Bcvec+fOPfK8Ynt7l65r8H1HWVSMqhlKacoyx/me3Z0J1sqaqxFEK1OG7vkAz4sLnmYtRCc0jJOxn5DuBlOlKD+HQJ5pdJnTK4tSAqXhC6KFznbU84Z61RD7IAFizhPpiUahQlJtBUOZj/iT7/4Fk/FMJHHaiIIrtaWMyTaBaUImFnRHaRiPRimifjAVlLZGjD5JPS/htCzP0kQCw+4JkoRv6DmTIEykCzaYQwnBOZDlw5ciEKPesNatd3S9S1+IDOs8XduzXjV4H7F9y8Vizs7uLpPRGN/3rJua4+NjLhZziqLi5u2bTMZjmnpOVWne+eAnHD56wMX6lKOTJ3TO4lXAZJBnGUWZ0dieiGSPRTzlKGdnp+LVl26zXi74wY9/yHh3ilOem/u7LIzi4uzsF5wyfvERiQSl5KKMnz3JSRTEz9x4STy+oi9/NitlKHJCamHpmFQTSidzMY0Pkd5Gmg7Gk2voznJ8eMzhk0ecHz9ga6zo6p5ipNnducm1/etMJzOU9mzvTBiNRpTVFK0rzKjh2q07+K4ly0s8EdsuGU0r8izfXJchRoqypMgr5ssF1iu6ztJ5sN7joiNGRZf4VnleELuGLBMYu287OtuTjQpisMy296nKKdVoi9F4Kp5QStBKbTJiMEzGI27tbbE7yol9j88U1ksg3/rihKMH7/GTH/4t777zPS7mK+o2klU7vPnlr/H217/JdGsflBG4maGdMhz3Zw74cI5+y2XPr4rm/KKPH7RpQ1xEiJ62XeNsi1JBdv3RpE0TDHLywehUKZ4qcDZk5Z95nWH+GsIadYqtSYTBhOx1Tc3FxRnRW6qySNeDcByfbWs9y6f5PMXM51WqXf1Mn/e5nn2M/jUWap819NAEGuToSifXfSOCGqPRJqFvSQwzqI+UIhl3XnJQSCnqEeichwask2I1qoxAxvbuNb71B3+EyUqCjZtk8KIogIDreqztBL2Jg9mtFBzeSSHlnSdElzIijeSAJf+2zdrkJfNxQIsJEdtbemvZ390hegEI6uWK1XJFVVUUowqTaby1tDFSlWWKNEpB1V7Ai5hQJilefJoUhNidFUXKbhNFFko4pBveZox0XY/38pkzI2VH3wn30RmFUZEf//QnPD494/qt+0y3tpiMx+zv7bOczzdSc60VJyeHgPjwlbmhLEfMZjPqdUNblpRF+dzz/8KCx3a9yKVLcflsF41kQxUZ0+kWMQa6RkyORiNNyD1Ge9q+h5jhe4V3nq7vcNZL+G+IyYVe03svuxGjCDagvOb+S6/yla98lSwrpHo1OmWBqE2l2XXdRtrXNjUxeEZlKYFkgzwwRdKjEJnhUJNrRZHn4lcSL+XOOspFo5EqXl+Zf0T2n8LQnKTMFkWe1CqRIcl8iN3o2x5rxXypVz3OBZqmYd3UhCiy+bwcsbOzS/TiT3B+csbJ0SnT7S3uv3Sf8WiMbRtQjsOjQ3747veYbk+p3ZJVs6ZzFpIqAK8Yj0aEPmI7z6gsMIWhKnOCsjw6fch4NOLu63f5+OFHKCKj6RYGTzV+/sXx6xqXk/lzJlb1TOhElElEIQXl8LjI1Ts99fArC25kMN2LShGVQZFhveZivmYy3eXJ4RPOz495cvgpXbPk9q19sA03rr3Mzs42k/GY8WjG1tY2o1FJVGL0FaIhyyq29g2jsmB9cYHrHfP5OX1fMxqPKXPx0jB5DlrLDqpuaHtH56ALmtp6ut5S5qK0it6CMnSuo/UBbyQtmWgIWtEHJ2G1VYnOcqazKdPZmDwHrLRcfYjcuXmda1sz3FreF7MxnW1o25rF+SGHD97nnX/4N3z84U9o6prOBnQ+4+2vf4uv/v43KYoxKIMyRnrrQTYnQvx+ekG+JM5eepL8royfhyT8PMO7z2eIJ3wbH8TtOHqL0cOlm7ywBj8S2ETaDJuucGX+Geag8FSrQiW+qiw0IHwfksGqUgofRPY+X5yzWl6I4VtWoDBiWPcZ73p4rauf8bNI18/7/M9XVP5vYxRDaHSioKFIa4YY0ppMkeVszoH3geB0Cn2O6EwBhhDkPKQeOgrxsOmdwQfhtqENJq/4va99m1dfewsfQOmMLJNz0DSSk6aUIvrLgE9gY3jb9720gzbnKApyPKSkp032oKjyzhKDJ1gHIdI1DcVoLKaAwRO94+LsDO8d1aiiKDLyokJpTdu2l1J47yUVPr0fozR5rtFEgoe+t0JAFngzFS8dWZ7JeuhTPlYiW5vkzyfFfiQzqbW2WpAXOYuLUz55+DGrrmfV1Vzbu8H1g1sUmXB4iyJnsZpjeyuoWKKybG3tkOdCsjbaMJ5MqetfUpZuTCoQUsL4em1p25aJmrCar6UAiIHcaDKtyFNLyWhD7yTkLLqA768UO2jJjdI6kUoFllOZIstKvvHNP2C2vU1EOAkyiQTQRi6odFKGXCvnHGVZJGt1uf4E+hfGuk4ZIDKRyK7fJ3nD0zsfz5BSPAxRTqjEc46JeCzBjVUurSDvpcL2Kcnc9g7bW2wv5GlvxXdnPp/TWStEZeDmwXXAUK8bzs/OOT45YXtnj9fffJ2izOj7ls7VeN/yP/7P/wOPDh/hQ03TNyISUBrb99TLwGQ0Zjqe0K2F5V4WBZPZCKUiXdNxGi5opx0UgazUhK5jPj/HYdCj2eeZJ34tQ5ogz99NbsjGww3qsgyKV7aqPzMhp9tN1GnySfkqKkObElTF4vycarzLu+/8CG0iH3zwI/Iicu/eDd584zWmozGZ0uRFjvOe8Si1BRQoVYp6TymikX75fNVAzBhv7XPj5j3Wk5JmdY7rWhQdHZ626wgaTJmRo6hdR+8sq7Vcw1k2ES8qnYFS9E2DMtArKPIMTYYuSgiGJCUVzQABAABJREFUyWwPU4wpR1N2Dw4oxxUuWCqjicFw8/YdvvTqSxx98j7TkaIcj2ldg/We5eKQ48P3+ej9v+fhg59ycXGBCyXT7Ru88ZVv8PqXvoLJMyk6vRAJVQjoGDbcnHil6Lza1hrGF70zf9F4XlHyottfhGx8vjaLIMdtU9P3DflgBTAUJgytAJ/IpuZnio3h76HQuVrsyG2yOzZGp7lME0PAGEOWaZaLNSdHh6g0T3adw5ChTYGYcH72FuN5Bo6fR031Ik+ez3Pcni2QftPXTT7Yk6hUhDJkQikkRNSk95WMHqNGGU/YCFKEvyWBocmxWQmNQMWY+G6Kvm/RWWSalXz3u/+IopzStI4YPM6FjenrQLB1zjF4Lw0CF2stXdvhvCPLcoq8RCFREs6LDw8MCCGJ/5PaWSHQN+2msG6bhr6TP816TZ7naJMRolx/QzRT30kcjtEaR8BkOnU6hPIxZMF573BJut4nAEIr8eBRCK/GeflMZV6IsWGMKG2oqlzWxb6jtT1Wex4dPqZPnDTvLV3bYpSiKkcsVzWnZxJy6nqLMpqiKCnLksWyYTwes1ytuXbtGuWoYrG2n3nu4eelpVcFzjt622IKkwoJzWqxZjDMQgV6LbRRozP54EaTlznaRDxgdEmw0mvOTE5RFZhMEJjQWTpvybOSyWzG229/TUI9kaA1kBPpokvFRUgREUKizLOMcVUl++6QnJcT/2P4WylQUlgNfgFaXVpdywUjPVESL0jUXzFdPOKvY1MwW1UWm4vUhyiM8d5jO0vXWdqmIwYxbnI+MF8sWSwXdL3FRbh1+w7GZNR1zeL8gvOzC/b2r3Hv5ZcYTcb0bUOzXNDW53zvB3/D93/wdyzXZ0TlKapC/H0UzKYTgrU0655pNSHPc3a2d9nd2SHLDavlQqBtZTg6u6APLTvbE8blhNLkrBontgC/4fGUkaBSm7bI1aEut8MJNn7+RLtRvKAlIgRwUbhhq2XN0dEjVuuO3BguLh5zcXHM9YNtXn7lHvfv3ZedeJBrwgO6MLTekg35LHF4DYg2YJ2TQoVIXo3ZObhFniu87cFkdM1aPKOKQgqlCNFEKSq6HpQjGMXSNpisINdCeHcRlNDIqMoxmc6SIWFONdqmGu2ws3+d6XgLZRTBWZSOHD95zN7ODqFbYdyatrN4LGvbs1iec3b0iE8/fJcnjz6maRuiqZjt3uaN3/t97r3yGmgjm4AN3C+tkkhqEyYS+dWiZ3PsGWT/X6wTzy/CD3nRIvy8Rf1ZJdFzlUUKkdXi6bqavm2QuMDLK1jpywTnq8VNxG9aKVe5aMN7Gf6+RH9kDotRicN7gCxt5mL0rFZzYpDWgcoMeVmh9Yibt++xcR1XP9sC/nnH77OOz4vu+4uM3zZ52SS6g0q5ikYnnyqtMXowjBRERw0KqKTeCjHggrrcuKsBddNJyOIJHowR4nNOwc7udd768tfRKofoUvq5SwWtuPSLuaATLpiXDoK1LnFKI2VZUVUjlBan4SEF3QdHcGHj6u+tZGY5Z3G9+PPkuXgC2a7Bdq0gPkXOeDShKCsk+sGJA3yMuF7QJJuQp74X8+DoA971YuoXReVstJjRVWVO1/UJGJDiPaR09CzLUToBDJmc+4Hc7GJgNJtwOj/jdHGBMhodM7Ks4vq1G9y//TI6Lzk+vaBpLNs713jp/kugIpPplPF4TFUWdH3H2ekpDx8/YjqbUY2eb6b74mgJxAlZfCVayf4Igca3smOJkg6OE8fHqC6lq3mRCqYYKTPx5PHek5cFk+kUo5SEkVrFql1DnnHt3jXu3bmHUQYJ3dSQipKubwS2MjKZ5LmE6lVFIlpFn1yXB6MolSSbMRU+kSHYc4ALhq9tGOgjClwQlrn0SaQIGgwHvbVi918IacpHpIixkhfSdZa67Wi7nrIo6KxlXdfM53Oaeg1Kc+PGDfLMsFzMWVxc4Pue23dusnvtgOn2jK5raNYL5ufHfPzpO7z7zt9jXUPXtxRVSVVNsN7Ju/eKtu7RmUHrjmJcUo4LZjszbCuGZz2B+cU5vrbcu3mTr7/xZQI9D548ANXh++fDf7/OEePA40mH9uqCoNSVs3HJLeDpWzb/gqcXpOFLZmSFIFLQdo5Hnzzk448eMJlMqUYjPn30IdEt+MbX3+LV11+hzEsJrUPj8anlefm6PkQCQmpXJhXEES4vEAjaUM12GY0qgvd0yxMIEtQnUVMZi8WKumkJKHon/K+YLrhqlONdT55lRNcSjcYFTzSeqhqR5znV1i5bO3vMdvbZ290Vf53eowNs7Y549/ED/q//7f+Tybjg5s6UP/zWN7h2+xrHZ4ecnRxycXHC0dEhT54c0/Qw3bvL27//x1y/fV/aI1qBj+mjhUTyTxLpeLXIuTxHEcQJ4Xe8o3G1uP5593t2fGabJ0Ik0Lct6/UypTWrVBSzMV0TpH9QtTnZI6cApyGH6LNefyh25A3IrnvT6kqCDaJjsZxzePSYejVnujVDm4LJdJvb915ne+caSr3YU/bXOX7bRcwvMhSibDIqxe9oyIyiyAx5pjBGPJAiKrWYZB7wXuxZBrm2kfaHLCmpAwAabYaCVqFUxp3bL3Ft/yCde03b93jrxT9LsfGoc17sXJyTtHRnXeqKiQAFpUSBBQSXhDDOyqbaSkq6E/IQwTn6rsVaS15OsV2DwuP6hr6rGVV75EWBMTkxtVqNMoJOoWjbRvx0rIUQaNrkaxMlPyymbofrO2mfeUfXNDgnt+sU0J1nhiIzBGdp+1584irhztZdQ9O3rLqWT548Eh5jjIQIRVGytbVDlhWYrODa/gEuOUffvHmbyXTEeFIxHo/Ymk0pioLlcsWPfvQunzx4ICGpzxk/R5ae0/c9trfsjEYSZpcwbdeLS6QhS/J/2YlrrQkEnI80dYcnUJQ5MTqiiphMQa7oeicVq9L4zhOt5c6Nu0yrKUZptMoQNWbABYHGhrAxxQBJ6g1xWAWJYRiq7oHDEwdSMSkjhbTjCXEjuZNdlPwchp1alMLHJfjQ9Y4sMxRFnljpnt7ZFBLqsb2naXvW64ZIxMTIerXk7Oyc+cUcYzJu3ryJCpGL0xPWTcu4LLl/9yXKssIUOSE4nG1ZLs9550f/wOPH72GUZ2d7ysXijKbr8WcL2fnFwMIvsNaiM5ivFlw72KePjqOTQwyiHLFtx950yrXr2/wn/+Jfcvf+Df6Hf/P/ZfnJAqc8s63RrzJ//BIjbib7jex8QAvTeZV7pRaYGrJunt6nXm0DbBLmlQS3ni1qHj0+4+j4nNnWLsSeH/3wb7m2O+W73/0Or7zyEvVqRQwOHSMEyJIrNikbimjQ5LK0q2ER0kQkUG9I5XVEYtSU2Zi9g9sc9yviUq6drKg4vzhh3Vh8VGknJU6kORpjSrCOcaYpDag8opQjyyLbqmWS5WAM2+OCmwf7zPavo0xGxKWJcIwm8Mn77/LRT37A+WJNrjUfv/8eL92/hrMLFJ5FvWa+7PCMKLev8/Vv/xk7N24TErIFJAv8KEVMuHT8HYIQL/GddG6uLNDy+N/+ove8ouXZFtJw+7P3eZ7R3uXjZC5xrme1WkD0YGRxS88kRWNMwgzvgcS38Q64VP4MsR9X5bxwWTANx18M5JXIh1NuX9c1fPLJx5yeHLG4OGM0GaMzzf71m+zuX0frnJjaEIn5/Os6xJ85fteMBV80tMpQUaW1JYJRhGSto6KIHKKPbFyMIhui+HCeVSIAheCxzif1rpCRs1xclH3w2N5y7/79hPQK1ybPc8mH0kn6njbhwYeUjWglmsnKNZGXhXgqxUjbtonvI5JwEIPBkLxySERmZ6X1lJcFKGibmnq9oG9WTMYTcYFG44fvfpRsxxg93oqfndGKPDPYvpNkgCQvB5HNd10jiDYR23WJi5ST53milsgM3tQrmromBEktyMoxEVislpxenPPeRx8wXy/xMeISENF1LU275vDwISovqfuOgBSJve24s3ONa9f2mM2m5FlBmRdMxxOIisl4wsVi+dzz/8KCp6oK+r5LbG+PMRnVRPJ0vHPk2dCXDpu4+oBAYMEHqcrywNb2Ns26wVo54dF6bNeJ/t529MFhvKIqqnQxBoJy6GgI1lGWJVkucryYPCliCJiUJKuNmBoqPahz5D2pYfJm+DLGTeCktYLaGGPAqI3yQSYaTQwKZz19b8VIzmRMJpPEHYo4H/E2CmfHerrG0qxr2qYlKzKWyyXn5+c0TUtelCilqGuR/5VlxauvvMLe/m7y7ujF9biuWS0vePDgfR4+ep9ga7anE4rSsFwtmK/XuGAR1MuneIocHxwmarrWooLCaY2O0DUNvWuZ3JoSteLffe/f89//Lyc8vnhCMIHJdEK0L9Dw/ZrG5lwkIrG6ArMnIO0pQrKKV7CcK2tYIKbJWxCILO2sddpp9T6jswGTVSwWSyajgvn5EacnD3np3nW++0ffZmdnh/Ozs02hFJQUNAkUHJo6iYchiOWwg0+erGgCOkaUCgQFUWegc8xoC1WMmY5m9KXhYrWkGI9RRYntPW3X4BViPqlzQgzYCONygvOWrKyoioxJqdgqArO8x3pHtnzE8qFiazLGjLfRKEajMQcH1/jonb/FN0tuXdtmd3+HprGslmsWx4rOzll3NSsbyMsdZnvX+eq3/pS9g9vEZIapkF1V2kBt+G6XIGdqZvnkenTlXF0tJH4X1rpfVG302b9P3hNK/EI2rSnZ8xOiJMt715Fl0u4MCSLWWkumkFYELcfNp7Bl0rEdiibSsypMQpcTkpaO9xCSK2Wm3tw/RMdqOWdxforvLYUxBO/QWcZ0uotWBfA0YvrLtKA+LzL27GN+lfGbKZgkamNwPVIBvANnIlpfZsK5cGnqF7zQFqSNY1KzQOZNoxRBJe+ZEAhOCl7vAloHbt64Qd+2KJ0LQpNOvU1E5IETpFVG71uauqVrJfKhrEpGWSZxRlYKqIHS4ZzfSMH7rsVb8Yzz0WF9T15mjMucZrXg4cMHlEXO9s4Ok9kO1WiMyQps4t/E4PGul8Kla7Btizcaq0QaP6i0BEyIROfpu0Z4Pt4l5EkQ9uiDOMwjKubMKCZjkeOHEFmvFqyamgeHj/ng4w9pXI+Lg2O7EMF723Jyesj8fM61g1tEpbh5cI2iymnWc1arEdtbJTGUxKg5u1jTtD3zxRzvA0X+S0ZLONsRvJBv8yzHh8i4yBnPxvR9JwS9PEsmhIo85psUZYJ8TXXyQjFKozNFtI56VYuxX/CgFLrIUCHjo48/pq1F6uuCtGpGozFFUSJt8bTziZJefsnVSUGeSiaTIFvQp+AC+TJpqWKTooqYyGJGIDg/uD56T3SyI++6nqLImU6nG4tta3uc9QlOFMOotm1ZLpdSpXvHfL7AOsvO3j6z6RRrLbPZlOs3rjMej9G59D2bxuODIrietlny6MGHfP/7/462m0sIXaYZ6ZLre/vSb01olfeevukpTIFSJUWVU2Cgd5SjMbbv0VHx1utvcv36NR4/ecL3fvwuKERBFDyhlx3EFz/i5nQ81bhKnUbxjuBKlbN5WHqMfBG0HvwvECdTFVHKYC00jWdrbx8XW54cfkqeBT75+Kf0Xc13vv0N3n77LULwrNcrKaq0wTq/ec6N1xJJjhoDkZDiH6SHr65WYgOvRbpBWC9xK9V0TKihyrcw0xnb165zenLCerkmywWaVtqgtOz6ojFQjug7CKWiq3JQMMpzFp0D29Cvl0xGFXF9DvmEre19lA7gOm7sTrl7cw8VW4qtXRbLGt331O2S+bqlReFUxXi6x71X3+L2/Zfpg954SsUU7SpFTxjO1nD407mT4jpskIyfXdhi+NUWu191/KqL5bAhkutwKDSebuKF6Oma9abYkaI5FSODXFwJEjgULRERNCjNpsXuE5lTEYha7j9kNg0mgsOmTmuDUtmGlNqsF3z6yQe4vqHINEZVqY2QUZRjxDMXZHvwsy7qv2005peRxf86hzaCzgh3WSadgMJ6CC5i0gmXdrZQNcTp2KcQ7BTk6UUirrV0PXwQgY7Vgug5D3dv3OLtt9/GOUtUg2Q8Ji6qv8IfBVAUeUmcSASSc1LwKC3RTC4VPN5LiPeQyWhdR+gtBomFiAjpt+877HpF29SMRxXT6YzxZEvy1RLX1jtLs16mDT3YrsU1NdF7mtZKuxs2Ls8hSmhpdE6UWUEoLX5AERWpKBIkTceIt568yjEI3+fs7Jwf/uQdDk9PcNETtWZYrmO65l0M1E3Dy/dvE6NI5fe3t2htgy81uzvbOGc5Pj5mMp0Ro8Z56bTUbZsI5Z89XqzS0obt6ZSuFQlaVVZ0tiYSKcc5fe/IsoxcZ/jMyQEyBud6kcyFQKZzfJ+cI6OEjIp7bCRiiEqjVU5RVnzpra+gsnyT81SWBWVVkOXC/BA2vUCH2uhNXonAZ1JBqtTv2hgPpoOpQAoa5zcQcvAiWx+Pxvjgcb3bMOiDVzjrqKqK8WS0gRvbphU/AmtxztO3PXXdcH6+YF2vCTGyblqqasydW7epRiPyTCDMg4N9qqogxoC1Nbb32M7jW4dzDYePP+Tf/Ov/D/P5EVVl0FkJKpLnhoP9fcpRiYuyyyiyHKKiyAoyo8kynQjXKc/JSTsvzyDUDTvViGle0HtP23c4r9G+wNZfLNl0c/yfmdM2S4qSnzYal2fuPLS2GNR6w543VRu9j4RYUY4nHD455vz8mMePPuHJkwfsbk/42ne/y+uvvUrXSZ7MkGA/+DFBQvc0GwL18KaHguZqMRajRGSEod0WNcqn8FZtKEaGWi3ZP7jFja37zJeWEEuu7QWWyzXFRcm6XWG9OJePJzviQL6aE3UkG03Y2trnzsFNiuBpTh/wyTt/x8XJMdXeEbev35e2cAjo0JDrnoP9KevVmMZbdrYmFHrKhz89pfEFNs/Z2t7FqYLb918RNCqlHUeUwPgKJBQxpiLzipJogPUTOjEcn6GtNcjSPw8x9nd9pHVHTnr6t5gtiu9Y29S0XXNlbrnS9krHbEBWNs7Jm6gTBUGeJ3ohiWpjMAmBiQkZJ6WsxxQGK97MPmGaYoGwXC/Ico3OK2klaDFmzfPiyldHbXCeq2fmd6Ht9CKV2Bf9/rRJc4m8YArCTO4OTja+wr+S77l44sh3I9Oa3GhITv0EKYJ9UIL4+8jwH1Hzz/75v+SNN9+i7wNRhY1Bn8xDIbU5Ba2PiX7hQ0CZjEwLcTpEJLKpt3RdK+aESiUpuoXEmSHGRGx3tIsFi/mcqiyZTidMR2PKqsJkOT5C6MUTx/X9ZmPX93ajGBtoIVobYogiQFLyPrumoU1dD+dEDTZs5KxvhZwcFUVWQtBY7wmxR2WGx8dH/P0774gnmRxFhM4gvVuBJGTtN8lg8frBjURZCLTJIHF7Zwfb9ZxfzCmKEaPxjNPzUx4/OaS3junk+crjFxY8N/b3IcLxySnWOaK36LJEaY3LNa5xZCaiM02WV7R9gws90QSySm8WZus7tnan7F/boawKvI8cH19wfr7Ce0XX99y4eYs//pM/RWc5RmcYDGVRSqSE0XgvlbHRQt5L/FRxaSekvmEqgIa9aRRjRKVT1L0V9+SY1FcoKKtKJnMNZVmBcigV8CqilXgHhBCwnbgkS4tL/Hba1rKuG87P55ycntH3FqUVN27f5eDGzSvoQaQsc3Q2uDFLMnbX9djW0dUrLi4e8dOf/D2Z6bl2bZsQPONJJRNi8JRlwV6+I7vwGCmyXAyWIsQU6uhtvyGZm6oQHwfb0PRW/F5S7yIG8AEuzte4F+SO/PqGuvJn4CdctgvU8KsrLauQCJ7y+4EUGsgzlT6DwlpNVBU+Zrz//nusFic8efwJdX3B1772Fm996Q1Go0rIpSZHJaWFtDWHlVttds+XEllZJmQhU8Pqnq6pdA8d05c1pPaXIpKRFVuMZjO8PyfXL1PMdnntyzsob3n48BG6yCjWS1QxIh+V3L71CkYbPvrwJ2RlSTnZ5s7du4zKkmZ+ztnJY2oKZtUWt+6/zLX9PXSVUy9WnB3POX74Pnfu32Uy2+Js2bJcN5weH9N5j9MFB7de4c69+6AN0+09geivFI4y4Q4/X61mrhyK9I9LxEd+uuq987viuPyrjkjaqaafpMUVaNo1XVdD9KmouPLZ06KRXC4vlSppURtUpYqI95JsTZRsJpmHEqroB0O7FP6YODs6FaTed9TNitGoYlQWXJydMxpP6XtPNdpKEUBw9d0P49n21OdBej7r/s97vs9bqPwifkhfxIjmysWdKA8+BLyN+KSaupqcLgdfrgGHx2eGTEcyI0itEJW1NCZVxEdB9F66/xL/7J/+C/K8IgSLdWGjMiZdB967jfdOTJuK4efBdkWlQsn2Pc5ZydFDMtu8Fc8dhkgZ5zDRs14s0DEy29pmMtuiGI8py1JIyjHSdy297TZokVJg/aUFBYjQJyRgIAbJDJTA0TXOdTjby4a6KFEkpZeTzUBGop4Yg8kLglZ88uhTfvSTH3O2XorEP7WAjFJoqQ+Th6PML/PFBfPFBTeu36Qalcwv5tRNTTkq8dYDmiIvyfOSGBRnp2c0TUtE8/jJ4XPP/4sLnmt7zOcLtqcTnPfUXYvvHeVoRFVo5nZFa9foIAt6pkEZzc7eLmWVCQzmPE3bcP3OPru7O3jvOD+f47UlHxliHygp+aPvfJcb129hjIRulnlGWWQUWSabIysIUpGVYhKVXRp5ydqZFql0wiDt4EPA+Uur7BhDqqihKstkKBdFXu49iZRBjCKvDzGIW2XbJamfhLu1TUddd8znSw6Pjqnbhv39a9y+fYe9gwOyvKTtJGskANPJlngAJTJabwO9tazrOeenj/nxu3/Lw4c/ZTTJ0clgsW9aFJG+t/QpMC6mizs3htrUlGVBNqTJGi1Vv1a4GDG5kRR6DM4Km95H2UmWWYbzgaL8zak5NigBlwiPrB1S5DztjxISMiQojBS4SuTTSlPXkUyPCVHz0Ufvc3L6mI8//Al7e9v8H/73/xEH13ZZrRbY3pJlGT74tHDEywDMxNEYXJ4HoqjcppPNe7KsjGIpL30H+TyBKKTnjcl/TmSb0fQ2q9N3KKc11e41drf3qdcrblUjxrMpKOhCZOfaAcV4m7OTE3Zv32O2tcV2NSIPLfNHH/Hjd9/low8/5fad+3zlu3/OwcuvkxUF5+dPqBdzHn7yIZ9+/C46Wl566SV639O0LU+OThhNd7h//1Xe/Oo32d2/jlIGtISAak0KxU3S21TwpxNzpbS5+m26ch6vIhvPFIL/2x+pKE8FYIiOpl7TtTUkb7ANtrNBvZ6WmQ//9t7hncVk2VNHMnhBbHQwoMLGy0XuEiRose+pRhMgoqK0H05ODqnXKyaTCbbrCBHG0xm2tmxt722CRC83F+mnz+Di/KIFxmfd/+f5Gb1o/KZbWcMIQxs9bXoGZCUi4svU0ZTCRKlEVhavHrPZs8VEZAaT5SgV0Upk1xoJ2v4P/uk/5f5L97G2TyovcSeWwlVIxWIoGUWVGQCUiISshHAaY1BKp25Cn1RZwqkVOXlP8C69f0EOtXcYrRhPt6nGE7LxGJ1X6KJKobUe7ZLhKTG9F6GukFAfa3tpkxrxklotlkQfiM4TnSVYKx55WSaFoJUiLE9qaRdtMmq0LNdrjs7P+PTxp1ysF0QlHCjp9Mg5GNBIpVIavYqEaDk9PaS5e5eyKjg7OyOqyGy2RZaVtE2LtYHz84UUPVHUXefnc9br9XPP/4tbWnhKrblzcMBiVWPQNK5ndbYgLyp0AG9b8lHFay/dxXpH6xpmOzO6rqauO2zfokPg4viM5dmc3op3TQgRHRUZir296/zh7/8hKsguZ1QVVKUUO0YLQcs68RRQSfIm35VLYzqdyLAbOlr6MnkvXJvBtXRY8KqqIsszYc8n0nVEEYNKJ0ueo+97aWMlU0HnAl1v6axn3bScnJ4RArz66uvcun2L0WSS0GuL63v6tmVndw+tMmwr/gp9L0iM7XvOLh7yw3f+Vw4ff4wynnXTX7528GLDHcF2jkCk7huMVozKUpC1ylBWOdF5XPQ4HF3ToXNDqUtMnuFtQOeGST5mqhWruqZ3nsmoxP4GEJ6hoBgmC4Z/qsubr5KYA5fkWUEUhjReiCqjqT1lscOTx6d413Fy9Akffvgjvvmtb/BXf/VXNE3DxcU8kUUNvXUbJZ5KPWO4Muk+tWgPi3kgoi9VSIjuhVQbSG0kiq2gPEFZIhlBlajyGtpHjJ2js4iuSqoiw2UpYNYHZibDRcW666m2trm/v0eVGx7/+N9z9v73oe949P6nbO/d4uvf/hP2br+MBU6PH7C8OGG5uOAfvv93PPj4A8pC8fjkCOsNp6drYsz54z/9C1556y1iMSJGLVD5kG4MqNSf3/gLMfyJTxUxwpm7uoCqTXGTylSG9t//9kdaDSNAwAdH26xp2zXEsAkhhlQspgO3iUeIQ/EjiEDwDqMUbddQxIIhtkb8zIwsUrKLIW6QBFmEjDEYJURQ7x2L+TknR4doHehaQYd39vYJKmN3d5fd3QPiwB0iPvV9+lXJxC88Yr9C0fLbKHqcDxte+mCRsSlgotAsNpuytCDHkIoiLWuDijF1PRO/TXsCjrwsMVnGbHuPv/zLv0ApTdd31HWTjAbTuqcScJSmHqFZyHdoMBwUEZDQF/yGLyprig/SqbBW0MIQfLKWcKgQUVlGMRpL4rgyuACxE8NcgqisqqKgyg1919H3Lc62+K4nWoe1gkBFFH3bSXFtLTEBB8YoiqoS6boT8CD4gFaa1vW0rmXd1RyfnTFfrum8EKlHpcHFS6J/3ED7arPp1Rt1oaJuao6Ojlgu11jv0cowm+3Q954nT4758KOPcC5QlBV5UbBerzl88ijRFz57vLDgmY1GLE4umE53KFROaTKavuMiLmk7y83dPbzruHFwwLe++jV8DByfHjPdnnB+fkLXNmgUVTEiKkXb9vTWJ/xKoBnbOd588xvcuXEXhaEsC6pKMjLyXBQMXd+TGyPukDq5c6qI2hycmGDhS9fOGCXuITiPGpBpYnK4zSRNPF7GQghZXuGdQIhaZYkY1mL7nmADwUeapqPpW5q64+z0ApThtdde5tr1A8rRCDQ429M2NSpGtmczCpPjeidITW8l+8sEzs8e8f3v/WsePXyPTENIxNfe9ozHFVVZJOdmYcJb7zFGU5QF1aikKHPG44rcZLS2T4ZamqzMyXKDSSm3udYbkl6MgVjmjMuStrcslqtfauL4RUYkiDqLVOBcIZMDMBQ+n1GADHO1JoLKaJpA3USOTh6jouedH/0dO9OC//N/+n/ixt1bHJ8eCfkwKzbKCa0TN0JJIaU3C7RA2E9B6wnluWReyDW14WzEJBWOGhUlqTigAYvCErXBZiMms+toe06zOmdlNcFobNeTrE3l8xnIixwTAllUdIs59fwJrjvn04+P6WPFN7/2Lfav34DQcX70kAcP3qe1DcvFkslWxUsv3cP5HktkNNnmay9/nVt3XmH3+nVCUeCiQskbvqSzJs5AOqobK4bL4z1IrYfiJzIQH+Jw7Dbn6LezU/9Cxoa3lNpY9ZK+ayR/SV+Nf4ibIm/gA16VrssC6mU3juxaB7+VPEWPhCvHL8QoIbfp8c5JlIkPVnL3zs948ugB3ncYIxQAZQx97ygnU27deZminGxefzBy+OUPw2e3u34ZM8Lfdgvr2WFiIAaVvAPTVittlGNQm3bt0NK6VFKluTMRwb1KDeAURlpkBSbT5EXGl996i1dffZXO9tT1muVyTQgxSbYvN+JD66rv3YY/Y3vhv4rbcUYwmYhk+h7Xt+K342xCmmPi0vTCR41y1vM8RxUFKsvxAaK32F4KNa3kEygz2E2oZCCoE82iwfYd9XqN91baZ6nQyrQW/54swwfoExfIe4mx0MaQlYp2Pef0/JDO92QlmKCxzuCCxKGEEAlRI/EcIggh0RYkrNugVUZZjuisQxvHzZu3sb2jqXv+9u/+nsV8zuHhEV0n6950OmW1WlHXDW3bPvf8v7Dg2RnPiAeB/Z1rjMdjWTBSOmxelFJUBEeuDcF6XNcxySrssmW7mKKKMX1rk7opsFVMyMZFYrYrOdEF/P7b36TIRxRlKUTlMifLpO+9TPBUlkmiap7lqTyWXroSPPgpUuyQB+Kck3SCtKuOOoojaVGwSVq3juCj+JA4MQ/se09RGFZ1Tds28mWwgb7pqNuepm85P5vT+8D1G7fY2d2jKCpQGu8dXdtje0+Rl1gfwPUIXNnR1AKNd8szfvzu3/Lk8QdoZRmPJ+RZibWeECu0EQKX7d0mSyQjIy8ytIGqMIzKnAxQwaNiJDOaPCtRFHjvEnm5h4hI+n0Qu28Q3wMXZMfzBY+r+/+hhfJU4XPlXoPvnyykeqP0sxZWq4bewmK5YlXPOTt7wrf/8G1ef/UVurbn8ORYZJvaYL1NLskxGUsmFQ2aqAYDxMveuVJX3mdMiNMgEUZdWdSiwLKAVrK78Rg0ER2d7AJNgc526NsjjG9Zr2uCMRskS2W5tOa0ItMa2zQ4Z9HRycRYjakDfO073+LuK3cxeWB+9oiTJ+9zfvaYVdtzfr5keb5ARYMpS67fu88rr3+Nre0bguioK+aI+M0xH+Sf8arjL0DYMN82n3c4D3KrPN8GreOyDfhFIgi/6aHS9r+u17R1jVJhk4Ml555NWvlm6MvWToyJBO+Fd5HlGSCBvlpruiThJRU6kk5t02vLDl9rTd93nJ0+4eLsjL7r8LZDqch8vsaHyMHBDSbTGZPtfXZ3r0PM0un2w3K9KdmvEsp/nlfRc4/L5yxQni1qfhFvpF/kdX7ZMdIBH8UJOXKFbK4VOqrUfZAN8OCXlGYKJJg+4NJ+3WmNj4EQFQWQFyWTyRZ/+id/wWg0obdDgLRsuJRSG6THWr+JkOj7fsMvHVpa3jmCCQQTxXm5Ez881/dY1wtnR0WCt4Lu94II5UXBdGdKVlUS4YTCu9T6SgTn6B1FbjamlrLpdyyXS5q6kSBThKQdY8T6gMkM5ahCTDkMne2xnZPnDo5RVTKajlGmx54sKIuePAcXDM4ZrM+wPmBTckEMhhA1ShdokzMgPXle4b0AD8ZkOAtN6Pnow0+IUVHX77Oq15i0ngUv/FbbtxAcrmsIff/c8//Cguf+7fu8dr+gzEvW6zWdbSmrks72afJU5KHAW0e7bqibJu2ORVo2qkoms7FcOKlPLYx3g7XiebC/f8Ctm3fJsoJRNSIvC/KyQKtAvRbVU5EXEuxmzKWSZkMUDZiBYJp2R96L7HwTfual4FGlIc9EkkckpZuLoZQPgb5zNE1PRLOqa1arlfCFtKZuG9aLFeu2Zb5a4XrP/v4Bk+mMPCuJSb7Y9T2rdUORF/gEMfuknupdT9OtUXg++fAHnJ98SlVomsajkLR3PdH0fYPzlgBU4xHrxRqtFKNKXJ5jdJSZER8aZ8nLkvFohLUWpWFUlXirkmeDhiS7773FA1GJjK+xDvcr7AQ/74hXULh0w2Y8a/IWEoSitUFF+V1rexYLS117itLwycc/phob/uqv/pjpZMrFcgkYQZGuEMVDTPyIzeulPXRMUlB1iVAMe+J49f1dkWFv3qeSWA90QEcHygMloKX4jhEfM/Jqn/bkU4puicl3iE6Bcig0PiqidigP9aqDEMgLhSJnsnWDo6NjDm5e59adHZSqOb9Yc3b4iPnJQy7Oj3h8eE7dBogZW3s3eOnNL/HS61+mGO0SvIbo0SoQo0NHJVYGUT5/lPi/RBwcPm8UmH6DfD2Neg273quF0CW36TdT8Pw6FuSnnmNzsp+9T6BJxY4eOAXI9RI2m4Ori/UlgqYG0nuMOGcxm8gd4Uv03m8Qy+Fqc8Fv5L+9S5Jj61ks5jx58oC2Xm/OWtvU9NZy8+YdDq5fJyunbO9eoyirzXdnKKqvfrRnv2PPO36/Dsn6VV7P84qZ3ybSszcpaPtI04NDYb0gulpLvyAkhFe+8zoVsyRbpJjM+qVlqKMgFCFqnI8oXfKP/+qf88/+g38JGLyz4tR8ZZ0JfshkdFgnaI3tBNEhXJr4WWulNVVEbN+JZLxr6ZNSa2NfECXkU4dInpds7e4yms4kLsY6sZNwPSE9JiQ+mFEjXOKLOdtxfnJCW9fCC7JWTGutJXhPpjRZkdNahw8KnWnG0x2W6ycUWcm0mjCdjalGhsViQVlqskxidUIsaa2m9xmlyumdZJZlWUXwGmUKvIM+cVu1ztFa4UNH7zx21VI350lNJy0+SbjXlGUhaet9x7wT/yJiZDb5JaMlFMKWdr2l63oJEK1rYvSyc1ES+BmCw7oWhafMxNfFGEM1yskLTd/3SXamBKJdLDF5iTZj3njzbarRFlmWYwzkJlJkhtVaSEl5kWO0JKYPoXyXa3TckJZB0JoYxXUZFzYbdJHLK7KU0RWChPFZp4jKEEDgslZOqHOO5WqOUpG8qlgtliyXS1arFfPFmqhzrt+4zWw8wxgjFy6eNpFGDYqiKAhRjMpiDCg0tm1RoeXk6GM+/uj7dO2CqsjwNpNUeAPO98Je1xm26VktV0QVKKuSrS2RuDufoZW0r/xA5i4KYhCEwHsPSoLtQkheSMlJ1DtP3XZElZFnhkj+y84dn3tcrXU2RQYgvkhqk4O2Oa0aWSxCxqrpmM8bUJrOrfn33/8+b775Cl//+ts41zNfLiEqMqNEhZYmrPDUdSKutgL5xpSijuzuCAx4j9jsxE1bOdmOpfeZco+GJSWwQXoUDoZ09qAIytCPpmCmjNonVNUBS1/IYpdk8SHKvrHU0EdNdIF1vaTuLDdeeoNqdUFwHccP3sM6WK1XnJyfcfz4FNdptKrYvXWbN97+Jvs3b6OyxMeKwisYVrwQIoTLdmKMV1pYDI6ycbNIynw+8HTSAjiAOptlNCEZaeMxtIp/m+PztFTSPdmgWMPP6fqMSY3VtEu0HmwLJJBxcGcc1Gkq9WEHBaFSSjiIUTYvWmtMptFaY11INhFC1DQGILVVQhBeRXCsVwv6ruXw8BDnevJM47xlUlVsb2/TtC1ZVjDb2qEcTcnKLYpqK13nQThmw7XM5eX/eQvSX6Zl9aLn+V1sde6OSxaxI4ZA6wNeJSk2CcXUoriT1sqwuAzFPkPHMiHPHtHFaPqgePW1L/Ev/8P/mGo0pukdvfP0tr805U0KLFHvWQnhdG6T/B1CoLWixrKuQyPrlvNJoWV7MRn04tgevWxMsixLpoJbYIwYFLaNzDVKTFSdFdPCssjRKrK6OGW5vMDaFm97XNsRnCc4S4xBVFzOU5SFFH4pMzJWU2698iZt3TLuPVnoqMYZqjLU/QWtrSmrGZ2tCEHT9YrGR/pOUPqopC3W1hKiGlWHwmBMRp5ldM4SlcKYjCzL6JuWcVlhBnoaSaEWLOt5LQWZ0Yyqkun+DjGGX76ltajXZJmmKkaMphVGkZAWJaSmKG6z00nBaLRFva5xSaOvI9jeolSBT2hLWVZkxlAWOa0NHBwccP+1N0FnVFVFWeZUZSHcmbbbxMkbI746DOaCV3ZnkiAsZoLDBamUwmizqYS1kYwtFMniOyIFtTihCjE5OR57z2JxxsNPP+b87JjJeEzXOyZbu9RNT15UHOxfZzROhkcRcqPoXUfftego+V4hyQ6VFpi67xz1cs7h4Xt88sn30MbiXMfWbEaM44ReyWcaCGkQKYoc7z3TyZiyyMgyg3FaVFdu6NtKu6xLqbUMiFeUCVoj8+pw0Rd5QeccRE8xGKd9oeOZNsnmllRspMU1cFmchRjp2pb5fEVZjnnn3R/y0Sfv85d/+efcunWDpq3TjkCW6hCupgezme0vJ+rLFs/VJltMiORlyldCe+JlhMnlAinHUiXkKA5FVOJ0hMT38R6iLimndwmLD6i21sxjSdTiHwU+FQoGQqAwhrOjI3RoWS4vKKZjtrZ3ODp+zOrsCbnOOT4/58nZKV1tmRQztrZ3efv3v8XO9bu4oHBBnF2j90/tpMMwSaf2VWDgIrD5t0poD2oohuS+w5URnrPYbXx4fksIz/P4IZ/1+3QvhnMpf4SMqlOx03YtdS0bnUGOO/jiCBx2lcsh0OGGyK6UhDmmTVg0mezw+54sF28xHwbPlFRsJlmw7Vqc6zg7OWK5XOCcYzwekRlNubfPdDKhKkfMtgzaFGR5icnG7F+7RVHNnvp8cXPxb8rXX2r8om2uF6E2n/W7z1+g/prHsJ9RyYbhqetd/p3J11o22TrlMaqhrhQ/GqPEbFeMJw03b93mP/9P/1O2ZzPpeDQtfT+IVGzijqaWmBO6hbPJPNBaIfH6gO3aZGxrIamwgnP0bUNXN3R9AwH61Boty5Kt3X2u37xFVhRp8y5EZEGGOmyXWuZKoxihoqCFXVNju5a2WROdFePCIOhTjAERfMhc58mY7N7i+r2XWbcdTduxWi2J/YLeVbi5p2k76trTrD3WKzofWHceFwzE5GrtW6oKJuMxeWnSHK43Fg5ZppMxovgMyZ4jJr85w3K5JEZpyZmoyEYVo9GIPDf0tk8cqOa5p/+FBY/0EtPEEByjqiB0TswAjWJUFoTgOLs4TYFdCqUkriHLDOtmTW978qLAukDvGtq2Y932ODXiS1/+JuV4RlmV5IX08bwP1HWTWjdR4ulTRpdSMPCSB88dccEcTLoUQ/thuI8QlEXdNWR89XaAGgPOiiGc7aWHOT875eMPf8rJyRNU9KzGY7a293HeMd3aZnf3GqOiwntpmVSl+Pi4vifXoqzITIbtHd5BCJa2XbBenfPwwU/58OPvURaWsswZTyaEGCjLMn0XhR1PFOJZ39fEKLylzBQQFH3Xp+TaQNe1TKaTVOylNg2XBYwQH4XdnxuNNgiBOSp6aykyCXL7wscGLXh6gpS2SCrQUq/cOSngmrbF+cBkMuZ/+p/+Z6Jy/It/+c/Z2poSooSnbiblOMiI5Rr42an08rWf1RM9+z4iqQX2M4RNnn58vLxdWj7JvTUmwy4MrtolHHeMw4pcbdFR4lEY5XA+kpmc2WSMtTU5PcvFMTo0nByeitzYOQ4PT9DOc75cs+wdRuWA5itf/Spb1w7EMA2xpo8DD2coIDdIDpviN6SiZ0DahtuvpngPAZZyGK4sUFcB1sjmfr+J8etbCNWVcytGlwHJBlqtFhIGivA4JC9p+IxDsZiugThwPwxKCQ/Cp2Pkg8IFnyjxCIKTrpzg/UYVF4InBkldPzp8wnx+DkTG4xFVkUEQTsd8Pocdw2y2h4+Gzmqm21tUoy1ISMTzz8MvftyeJ0H/vONZIvvnla//JhCh1nqGrdHgLK5S23sQDSliEsdAlknAqFapzY5OtgKePFdkumA23eX/8p/9Z7z1+qtkScnVdym13DqsdekDCrrT96LUtV1P1/X0bSfnL3j6tsFbi3dCG/FWkJeu61JAZ/JtMjk7O7tMt7fZ25e2ZgBUjJhCYaJsyLTJRfwTUpq6cxAEhWxr8dXx1lLkWuKgenFYdlGu56A0phhx++U32dq/zXJVMz+fc/ToY+rFKaWBRd2JAKb11HULAbq2Rxc5k61t9ne2JR+rrin0hPFohDFmY07snGO1WolxYox0fS+5YTFSFgV5ntOsV6mbo+i6NXlu2NraIjOGrlvTtan9HDxbs+lzz/8LC55b125Ie0SLy7HWSrg8vcVpcXvsuo7HhxeECKNqgkpk5BB7nI9Y35IXXZJSimeAi5rbd1/j3ktfQmlZdL3zaG1wLhGronj7KC2okqABaeey2SElfJHLSZ2YyKlKigZtzGbnap0SA6gQ8D7SNj3rVUvbNpwcH/HRB++xODulKktuXL/FaDJmPJlSjaegcybTbSFrp7S5wuRk2tC1jZg+5RkhRJqmxnae6BVNc8Hh0Xt8+umPODr6lKZZsL+/Q1mVZHmWiGSCQBktyFQIUTxTfKCzlslojErhjkLIlfTlzGTkxuBCgmBTunIMgrmGEPAxSDVsxINBoUSmDsm2/IsveDYgCVIYhPSDT9wFFUGTMRAEl6s1WmkWiwV//dd/zWuvv8YffOeb5IXBhZ7MGEAlafDVwMWrr3q1yLlEpp8qeNJdpFi6yuO5ggQNE+FnlFEKNu2MGKUpJ8VSAKNgNMXGivrwCXv37nHkhSsWg6bIp9w42Cc2S5qLU+bHH9M3F9hmSbtYcfj4E/oI83lDs1rTR81oa1vcXVEEnaGKEcrpTfGOSuGHAxIBDCGI0t68LICGBfuy6Bm+SnGzOA/HQw23bmCx9Pir5/e3PD7XYrkpWgeMR85533esVhK0qlVSXgXhOQ0bgjgUQQzXrVS60sISVVZIXl55nqMJsnB5R4x54oMYiOL5BUHyi2zHxfk5db0iM4Ys02gVWc7nHD15RN3U7F+/CdrQuUhUFffuv85se1/mTi6vwcsPqbh6/f8mztAvWsz8PHTuixqrTjzNuj7gEzorCtChjSU/S4ETyU0UwYwWI12VViLnPVWRUeUV//Sf/GP+8s/+DBsio2qE7aMUPIkHY60V/moqnvve0tQNvu9pm4auaWWO8YLkxCD5WBfzBXlRUFUV3eDP4yErS65fv8727j5KG1yEaO1msyPp6xEfFApDUU7EkiJzKSuroe9bzs+OcX2HipFGKYiBTIsy2oaIUxnFeMKdV99g59otHh8dc/T4Ce//+Ce09YprB/t0EbKspNoaU+wEHj54yMXpmRCKO4vtnajDkju8D8mWRUW8dUIB0SJIClG+d1WucZ0gYTEoclNACoh23pFpGFcFhoCOsD2dpOgrL9y57PllzQsLntOzC9mRaM1oPCLPMmLIGBcTsswwGo3oR5Zqco0+hXHGiEjDuo7lagVK4WLARnGhVFpRVhXf+P1vU+QjjNaiLsoNRZ5vFsc8N3LxpS10VDHtiFL/XKVsGqU2abWyEZPJPstzhoymEEWRRDBoNC5Ikvl6tWa9rvn4ow/4u7/9d3Rtwze/8U32rh1QFBV5VZHlIg3PspzpZILzgS5lgGWZoW0arG0oiiz1Fj31eo3rHfV6xSefvMvxyfvUzSnONnSNZXHRkBclznWoJFc0uhQ3aOdxXozHilElURBdT1n2KUJCev9lmZOXuZjq9T1t10nrIYLSYlkvQap6Y4WvkMVRIRwjiFeImF/cuATYI5sKQglyOCRLCyFNc35xgfeeB59+yscff8x3//Q73H/pPqiA3/BfQkJlUmMitfWGnfPluFySn1KupLfwFIIBl1yVVIUN5c9Ag95gZ8Prp0pq4CQJDKxEaZVVWNuyde0uD9/5O167/iW0j3hTMhnPODi4DrbmvXe/R1sfsj57wGp5AsHRrzvW65rWK+aLhqArdq/f5NVX7vPph+8zne1w8/4rdFFDlI2H0mbzHdiYql0p5obPOCA1V4uajUR6c8LUJXJ19ZjEy8VpU+jBb3TB+pXGUwWvXH/W9qyWc6LvRXoeLj/0Va8d+exPb7gkyk88eYZsoswYXF/j+o6mqem6TtxuqzEqZsmdV57b2Z7zs1NOTo5QCDm1T2h237UYo9namjGeTMiLkmo85dbdV7l27S7GVDCc2Z8pdp752M+cn1+U4P3z7v+i8/+rPPaLGE3v8BFpL6c4lcilOlQNQaApHFTWFJ04JsKS6pxLNAvNW1/6Mv/hv/iP8D5SVBURTdP2wsmJySU5Ke9A0NO+7WjWK1zf0Lct9bohRXwRvQRznp2dsFytKYoR60wKW2sdk61tDq7fYLa9g8klDd06tymmYrj0iMrynOBkTVJxCByVSBMBMjQ6M6zrNW0qPPIsI6IpyimT2TXuvvomppxwdHTC8eNHfPz+RyznS2bbO7TBEJRinI+x5IyLnLt372PQrOcL4cwq0C4QbRSpe/AUeZZey1BkwiUtyjHECU0jyuid2RSVAIA+1RIDF2o6rrh9cMBkMhabCBDEOQY6m3Exnz/3/L+w4GkacV10ztJ1HUVZcHx0xHQ8YTbdklDQPONg7zrrtmY5X5DlGZPRSE6236cPjt5Z+tbhXGSxWHLt4Ab37t5HETFGiaEglyqIoijQKW1YK3OpCOEqryJ9yitD+rKi1NFapR1XxKaKVytNcJH1suH8bM752SH/8L1/xw++/w94G/j2t7/LnZdflxZbJqSptmkJwTGZ7BBDpG0FEcqyghZP7yzVKCd4S981tE3D6ekxZ2dnrNcrum5B2/UQM7Sp0KrHaINGMR6Nk0ulous6siyjLEuKtHu2iLdB24k1uTaKrrf0XUskkBlNUWQSnpqQnb7vcd6zs7XNsOhpPbT+IqDJshylhYuwgVu/wCEIgnyjLwsf+Z1JkRcaODk95sGnDzk9O8MYzZ//oz9lZ3uLGB2D4/Jg23/JX7/ctl9iEy/mEaS7Xxnqym1XF/TLRV04Omx2gJtqKy38YpQoqFqmDdopaUlgWLZrHn/8I7Ze/hPU9nUOru/RrxacHX7Mpz/9Pm19RHArgm9R2tD2Leu6ZtUFVLHF9Ttv8N0/+3NGmfCa9g5u0kWNdaATWVjgebVBboaWVSCkduElF2eD6FwpeobPfPXvy2Px9C+eQnq4Ukj9hsaL5M4/97EDXhU91vUsVxcE32P7Fu9tcl83aaN1Kej2QZAcn9BjFaVNpeLgWC2IQNusaJsl9XJOvV4Jf8MdsHPtBlkx2oS2OtdzcnzExfycLDOcHB8zvzhnMhlxcHDAwfXruHZG1BlFNSMvt7h7/022d2+gTMngB6PV05/us07DL9sq+lXVWl/0a/wyww4t7xQErEkcPABkvUCxKXpC9EQlc6zJIc8MWLAuMp5s88//d/8R061dTs/P2Z/tUPeOVdPJ5ifGjTEghBQH4eibmna9xPcNbdNSr1ayFhA5Pz2lrldAZH9vj8GjxvlAXpQcHBywv38NU1QpIUCUVp4rrcMrx1Vm3kDvenrb463YdTQOTucN9Wol3LLMEF2kUhnbW9u89sZb7B/c4sHjY84eHdM0a37y7js0657tnV1cUpzlZSHcUeOxXYcPjtnODta2ECy3rl9nOpngfeDoWHExv6AqRC09Go1YLZe0NrlEG4UKnkwpRtMxTV1zfnqSNhQeQqDKM7YnY6o8x0Rp4XVdS92ISvzk7JSz8/Pnnv8XFjy396/RuR4fHUcnR6A923sznLWcr045OX9CpnN29/douxZjDOPxCGet7ByBuu1Z1q143USD0SO++va3KcsxRZWnjA+F8w4UVJX8HEkEv833QaBe1NO94KHHLovgZRzAIAXsrcfalHxrO1bLFYdHp/z4Jz/ib//2f+b09AFVVXL79l3u37tLVuX4KBbdfd1xcnyM85HZdMJy1VKv14yKDGWEAG2jxTUr1osLFmdnPHn4iPW6Zrq1y/WDu2ztbLGqj/nggx+wXJzAesloUoASKJ0QmU4mQnp0oq7Js5zZNMNryEyLio2YL2ZC+o4I4iV8AY8yGpNlON/jg3CCNktZFNBLkQjBSskOJ8ZkH/7Fk5ZjVEk8cillHgo0Z2VBPj4+4kfvvsPjx4/42te+yutvvs5oVAmip68WuVefV6qSza8GKOm57+NKMRSRY/hZ9796v5/hRwwICZv/bXx8Bp5L7NnKoCo80/F1lnde4dPjE/7o67tMrt+mqU85P/yUs8fvszh5wHJxxGRaYIPnYrXAW4VTBaOtKa98+Zvcf+OrxDzng08/YtEFvnz/VdCZ2C4Mjsmp2BkOw/D5ZIcar3y0dO1cqVZUvCwUYxTl3KXE+emiZ0NSjk9n1n3RaelXOSC/fHF1iTU637NcXuBtg7goa3JTYFIeVQyXjU2xsfDieTJcu0O+UpQ8o77rUoHT0dQrVvMzurYFpeisxMvMdq5JIKSPrFZz2qamLAr6XpQ34/GIvb09qqqiqkaocsxy3YEace/+l9jeuYkxIzbGrQMsufls6vI6/BXHsy2nz1VM/oLI0S/z+F91dMngb2hZmfTnEiRTuDTnRERRZwxk2eWfqDRZUfLNb/4hX/69r1N3HcVoTF5NWKw7WlsnZ/8gRFrboYj0bSsk4fWadrmkqZfM5xc4G1gvF6zrmiyTsN8sM6lT0lLkhaAdecFqXVMsFoynsoER65EhDw9IyL6gs+K75vpm49zcth1aKVZWk89ucH3/JSnyjaZpGiBy985NDm7f4uz8jEeHn7Jcrnj86AmL1ZLd3X288vQuYHogwmQ0oswyAoaLixXGBPLxmLu3DqgyzXoxp21aMgNbs4o8zymynPVqwXRUUlUVSkHXdUSVszWdiHt0KGmKIUtT1qoYJcdsfnGOtT1aI/ygtiFqjTIw3R4/9/y/OEgpdhQmUncdSjkUGSS3xeNHj4khMp2MOTk7wQeRRmsjLabj42OmsxlRabrVirZzrOuel17+CrduvkxejsjKHJ1LgQFQjWZyski7KK1JNbigN3GDLW8IFFcXsQ20FUIijjk6K6qsvnes5md88uH7/Jt/+6/58Xs/xPmGzEAMhiyLrNen2IcteZ7T1WsefPopRmd89avfYHF+xNn5AmM063nDaDIlH40IBB4/fsiP3/0h89MTmvWat956m/v37jGaXGNn74Ade42tnX3+/u/+tfQ450uqMhf2eV5I+GeWEZW0KEIQt+U+OFaLFV0XcH3PqMjITCZJskmnJ6TwCmOMECXNoBRyZNpcWf0EIXKJ6xEJsnuJv4loiWFfHYTfMiAiURC3jz/6iH/4+38AIt/9k+/y6muvJPOv1FJIFc9lm+XpBXxoQYVnFt3LCXSAY648hqu1zpXFfyPHGCb6n+UGbZpEVzoIMQ7FOOA71PqYi9NHdKNtXL7PS1/5FsVsl+X8MfOTTzh8+FMOP/kp89NDilITMZzNV9QOVMyZ7e7zxte/ze2X38RkOdY7yq0dvvKtP0ZVM3yELL3XMBQ3A4doeJ8Dz+bZRebqMbzyHdrcd4OWDV7Ml8dg0zbjsp01kHq/6PHzip7Pu2Ba17NcXGD7Gp1UWFopMaocEBxkwZDPF/DBEoMjBk9UiuAt1rZ0bS2BiikbyTlHiJHRdEY5quitpWl7Pv7kI4rDQ4gKrQw605SFxE2UZcX169cxWpEXuRgUdh1N2xNiwc71XQ5u3MHkI65EvnJ5Ef7scYhXpaxXjtdnHaMXKaZeVKD8vMLq2df8bRc7ADb6JN+PmKHoMaTYEOkOKJ/MSkMgyzR5YTCZwmi5H1pRVjP+7E//EUUxous7xpMpXefoux5rG4zOcC5IAdwIMbhbr+nrNRfnZ7JBXlwwv5hjbWB7Z4+DGzdlXckLFqslTWfFm64oUkSSZ7FYcjFfMdvZZTrbYjQaSZi3FSp2lmeCOIeY7D40XuW03rFcNtRNS56XkE8Y7xliVHQ+YpTi4O4tRqMK17d8+uSUo8NHXJxf8OTJIz766AEexWK5Yrla4l2AqLh27To3b91iNJ4y295le3uH88U5RTllVTt0WbBcNKxXF3hv2dqeMJ2OwQdspiA4outRSjEqMgk4ReOdoo8NO1tbaE2yY/HEGFgtl6yWFxgtNi4hBlH4FhnFuKTKyuee/xcWPEfnR4wnY1a19N5625PFkrIsKfORpJYbTV6NybVitVzR2Qu6toeoWK57xlXBdDQizyLB93zjG9+mHE3Ji4K8KNBK+qOjUckwscpFJcRUmdMvv7wbBVYMuITubAwJkwbX+5R31Vucg6btuTg75Z0f/D1/82//FYv1KeNRROsRShligLOTQ/7m3/4rJuMJXduhTcbtO/d4/bVXWSzPePLkkLpt+fTTTzmfn/Pqq69zcnZG8J7Hjx9hNMymU0L01PWKvlthspwnj2umWzvsbN3kT//knzEZT/now38gBEVVVMnYMKm6vECLQ2aPCpFMG/JRSa+1HPcik8kuSgGRFzkmMzgv6riQeCTWWUyeFkQfIXjhS2UZvffJgydcNq+/wLFpeWyIrpKZEmLgvZ+8x9/8zd9w88YNvvq1r3Ln7u1NoaP1ZTtTdtkJdUjmgjHEjbHgoNp76vWG14/JROwzEKCNGumZN3x1ko5RJR6UHurs9LrpkVf6rDF4FI7Hn/6Yk48+5MNHlte+8Zd85U+/Ra86Hj38B44//iknR0/4+L0fUxUZ5/MLmpNzep3jVMmd+/f55rf/mO2b97AxCQaM5s79l8Wwc0g7V0ok8MObFqx+kxkX5YM89Tnl72EhvyxgrpYsg1pr+Pfw+MvjAUl/JETo3wKH5xdZuK/cA2stq+WCvqvZuBKndmBMhd7AG/TBARZnW/quoakb8lxczNf1UuS8qV2RmZwsMxR5RtSagBKDt77DhYhrJW5GIwRYXEbf9+zu7lCVBZkR9c96vaJ3vdj0m5KsyEQocfWzE4gqJmPOK1X3L1l0fl4Z+S9alLyIqHz1dX6TbS3hhkKmIpmJ5BmSfJ6+AQYFWqwxfFCYzJCbtNE0JnFxNGVRUZQVPihG0xneR9Z1TV3XyQWZp4wFlxfnrC4uaNZLLk5OaJs1tu/QaEajSlyFnadeN3R2QdO25HlGTM/Tdb2sETEyGk9pVksyYyiKAtf1NE1D17XyfvOcLBeVs9JGJOJdpHeaqHLOzhcslisxCkYxHo147dWXuX3/Dqcnp7gQqVc1fRdYzBs+/fgJq8Va8vi2AoVWBCPil9PjJzTdmldef52sMSidUZUl61VNtAHfdKzWa3SEPOV92VaO0WwipsRGa4qkxqrrlpPTU+r1WkJMnU1UFUHMxCurIS/FosUHh8lFUqcyRR97fPd8XuoLC54Hjw8ZTyZkeU5Rjlit14TYYXRN5y1VbrDeYxcrxtMpbS8YV/AeosK30LY1RhuWS8e9l7/MvZdfIcsNWZaRaYN3PdvTmYSEBi9tKZ2xkdUQEf1LTD3XYZcvX3RjhL8i3QmNj5HeW9reoVRG29YcPnrA//pv/ifefefvAMuoysmySlo/IcpFY6U677oa7wPWO85Oj/nrB5/y6PAxZ+fnzBdzTJZRjUY8PPw4BZpppuMZmRkzqWaYkHP06AmrxYUYGfqcl155g7sv3eONN1/jj/74T1isj2kWx+R5FGa+d2K3TSRaRxYkqLRzPcRIU68Zj8bkxoinUVTJBgDyUhOdo6mFL2DyfJOTErxDRyMcHm2IWpOZDGUdLni89egXMNp/XSMmVAdARb0h/y4Wcx4+/oQ//KM/4K233pLfq7g540OBM+y0h4ldp4IkpkJj+I2+upNMxOjLf6cXHS4gUutzQCw2708WvKcnY0WMJuWnhyTrTjtCQmrn6FTEeRyRVo3ZfeVrjF/dJeYTHjx4l6Y/5/iTn3D8yYecPDnBtg0rG1i1HrIczIiXX3+Lb/3xn5NPt4RvEKOoMNC43qbPJ+9LYkFS1lcCukLiGsXhw6ZiJsRLEvPGNBB53pjai3Lc49PFzaZ/J22ukNAc4TJJyyukrLQvcnzWYvnZt8mnGk771eG9p67XuL7FkBzQtdxf9Dli3EgwyRCupe/mXFwc4m3HdDyjXiyxrscFi9YBk2cYPcJksnmTItRtvFSGwl3ibuQ7O5lMKUYjRqMR09kMlyS7Tx49pihz8jzDG08+GVFWE27cvAsqgyE7cNNsfDo24pkjxtUy/nlFxc/zw3leofM8tO3nIUk/z9zwiy5+RoXYmxgNmZZiR8y0wwalBZK4QwxeAxoXFMqLd5YPOW+/9jZ37t3Dq4AJinXdUtfSWjGZIOtdykH0naVdrrB1S7Ncg49MxzPM1i4uRNq2x5icum4IcS0cVCUhDq534lg85O95i62XOG04fPiA2c4uk61tnPOcnJ5wfn5OCOJxp7Vma3uHcrQNWrNeC7p0dnLEk0ePWC6XdL3l/v2X+OpX3uTi7JyMSB8tbb3k0aNHOBeZTLfICilk7ty5xdHjJ/S9QyvDum2YLxd88uH77O3fYG//gHI8YTKZYduW1rbkhcZ40EFTZhoTAzqTtb9PYdp13dC03WbO7rqW3JhNHIY2ChEIeIpxTl4VjJKti3U2bd7FxDbj+TSNF5OW+x6fLsDxeExd1+zv76eU1J7oHeu2YzyZ0HYNXWdFf280MYiploSi5Ywn1/jWd/6Q0WSKKQpxao5RGNpFkSq5ZPS0WaBiIh/LRKRTxKyQRAfyqhygECMxQG8dddMJfFev+eEP/oH/8f/333Ny/Ji8UHjfEyNMpxPak1PJmArQto24O+oMbTJ8CLz3/kecX1zQ9T2964lKiiOdGbIiF+RER65dO+BLr73F7tYO56dn/Pi9H3NyfsqDRw9YNy0//vAH/KN/9E94/Y1X2Jod8I//6j/mf/lX/zVtfYQLVhRVxkigKVGIxFqlkDZHMSoxuaHpWrRm05sNIZJ1PWVRoDBkJpJlBdpkROdQWY7Sis5Z8iLHhUDwFpUZQieVce/tr2EaefF4CkFRoFLrIMsM3/nD7zCbzQhRDCKHBPWnJ2L11OQqeVnPXNSfAb9vWmLD8w3PPaCFsOmOquGxT7XBnu4GbZQbiXythzsoaQ1GVaBUhtYTsvE1fv+r3+C99x/z0/d/zCRfM7845vjhxyxPj4Tn0TR0XpFNZpTTHV5588u8/tZXyUczXEhoUghcduquoiw63fKU0P4KavP0sXgK4bnyh6u38fR9nv784SnkBySPbSionn4XX/z4bK+YTembLrjLnZ4PllW9oGtX4kOS1IpxcFxUQi6NKtC5QN/0KKAsZ7x0f4fgWw4PH+KjpahG5FSysVAGrXKUkpTtEBwxWHrbYm1HlheU1QilC/K8oKrGGG0ox2Px2upqVqsl1rbs7G2TZRlaS8BolpfkRcl0tkWeFVJUSt8RXljs/GrH8bN+/yK05uchOZ/3fr8JpGc0EiXwxr0/IcXDoRxQ20vxqiIoRcDgQoYLimv71/ln//RfkJcVeVFinZd1ou2pu5bJZELE0q2XtKsFzXrBcj6nWddolTHb2dusWyYElM7o+h68hAn7IDYtMURC7MVyAkVmDCrCcrGg6zuOT84oz87ZPzjgzS+9xf7+Pn/zt3/DkyePBe0PgfVqTd2+z2Q6xXnPkyePaesVq/kRMQS87WnruXBhmgbbt9SrBU+eHFE3ltlsj68c3GR+cULTrDi/WILW7O/vsFyu2Z/sMxpXnF2c89577/Cmgu0YQRnx0IuaUT4lp6TKDJmB5WLJcrGmbRox/e1aIhLHshEoqUhvIyY36LIAo1Aqw6gMg2Rr6kyUa8pI+05p9XOvoRcWPNv712hrcS3UOqMsKowyqBAZFSUBcEj8hNIG7xXaFGIapAJ5rrAeTF7x+9/+I27euUdRVWS5KKAgMJ6MsM7JuqG1tCtiSBk2srgDIhkltQzUwLS/OlkLgdfansV8xcOHT/iH7/0t/93/67+iaxe4vsck1+IYI8dn56nogvVaZHkhBLZm2+zv7VPXLavVmlXTCjFYiZTbGM163RBWNcbkEKAoKu7du8f5yRmffPIRH3/0MS44Ip5MW9rmlHd+9Pd85w/+gFFecPvgDnu7t/h0eQbeEqPHBIW1Dp9Se0FT9x1d14sPARbtxdl66N2XRUGeZSgieW4I6aIB0DEK+95kQghrO1ASCMdVNMB98RweOYGXO7/hnI5GI3RS1KHUxvl38NUZzrPezEaXF/Nw3q8WvZuXSj8/q1i4XCwun2P4MQ73SwjJplPFFe7Y5mmkf33p2pMwFRUZjXf4+u99mR/8L2uWy5rl+SGHH/+Y+kiDCqwXCy7O58xXNV4XZNMtZtdu8vbvf1siIkyFJyOE1M5Vl57qYXjP6V2oOOBNzxQ36XgPxoMqkZBJxZBP7UWeLXpeUPBIG28gQyZsIR3P5Fn7Wx5XSr90Hgd3pRAdzXpNu16iYp+8ipBCNaTWYHTJhNCB0sy2dxiVFWCZXxxydvqEzGi2dvYIZPKpVSquUo7eoOqpmzW96ylHI1AZo/GIqhpTFBUbDo7SuL5ncX7Oer1gPC6pyhFdH8jyCqUzlNGMJxPZIDzbtorPbCQ+71F6BoH5daIqV6+lq6/xuzSqMk8mtsKlIiK8Ky+oYCApW42c2yEfTcQeBqML/vwv/jF37rxEmVfMZltcXMxp+46T0zO6piNYj1GBZrmgWcyZn55i+56ikJgGYyT3TwoZi84NyoGzEhIbiBiTS6dERaKPdL2jKApu37zBKXDjxg1u3rpDMZryymuvURQl7/7kJyyXS/K8SBvjSFuvWM7nlLmhqkq2RjmzYsbNvS0mkynz5Yovv/11xmXJoq05Pz3n6PARp6fnXDu4g3WRs/kSpUomWyUhnmGMYra9lfx0YDoe452l7Wree+9d7t1/ldn2LirCpMqIuaL3gXo1p16uqNdrwYWDI6qITTycaiTh4TF6hJsYITOoPJNiX2k5NiEAAeu6RO/UafPxWdYkT48XFjy9DeiskL533ZJnButTqKeTVkzMDCGC63uUkr600gbrPCbPCSrnD/7gT/nKV79JXo0pypG0poyEQ+a5wTnZiZvkprwh2nLF0jvd9BS3QFapxFmAEDWnp3M++OAjDp884b//f//XnBw/xPsehcbYQtKsnSMieV/ee7xzdF1PluVgcoIytNYxXy3FktsYiqrAJH5NDIAXTkxRlszPz/lX/+qvRY6P5Rtf+zKjokJnCutqVus1y6Xlv/mv/kteeeVVXn3lS/zD332f2Sxjf3ufXMlOPuooCbhRlAKeJSpmBBcIThxhlY5Y2zOqxkQv3h2qGByThedi+05MDA2omGHQmzDDmFypvXU4JIrgCx/qcmoe0DitFHlRpIUpmbnpDUU2nd+NiHjzVM9O0M8WPsNtV3+/eRvq2Z/VU4vGpv2V2mmXd5SGjuihUoGhlLS4Iig0McLeznW+/o0/YHs65qd5zjs//Dvq5Tnd6oTYZGLHXq9YrNfovKKY7rB36y5v/8EfsXfzDi5Ik8jH4S3IcQhDO29TcMmxGdpLl7en3155LDGRmuNQNF0Vo19WMxsEiLhBxi75OumRm+e56nANcUgH+S2On339odgJgqatFxDEZXY4YEoHXN/hnKcoMoq8oszF88YoRdcsuTh/zGp1Ij5hWYkyBUZLCvVQN0o7xGPblno9p+9atnf2yLMSpTLKakpRlBAlNVt2s47GdTRNw6gaURYFPkTariULmtFYUqSVzmDgjm0+2fCd+MULil8WVfk8ra2NLPp3sNAZhjJiAinffZVawBk+bR18jFda8DL/SDtJ1qZ791/iT//sLxlVU6azaVqEFUVRCvqPZrlYEX3L/PyUo8Mj6lWNtZZRKeq7CPikmvJOOGLBSTioTuGY3lmCd9IeDQqVFRhTMt2a8dHHn+ACoDN2DqaJ+7Lmp+/9hJ2dbep6TVkU2N4yv7igXjf0TYeOkb3tHWzboJRiNtni7t1XuHXrrrTOup56taRZr7C2w7qeEDN0XnBxccG9uzfJMk2zOqfrxMZhazpCfG636G3DfNFwfnqKilCUOe3KEaYj2uaMZn1KvVoRCRgj85nSUE4KpuMJRZHoGAOtIUr7fTBPHeYylUJ5Y6oZNt3bgQbznDYt/LzwUC8k12I8xnlLkUsxEJUQaV3XsarXAHgX2d2f0fU9ISgWi4h1Od/903/E73/rDzFZIaZbSuTlwQfKIkuICyIHTRwDPbSzrlRswQvZcvhwRgmpWZLIJWzs+PCETz55jHOW/+a//a9YrU4py5LMjGhqkYja3qKN2Ggn9wKMKciySFGUnF+cs1qtRBanIyaXC10rCTXVxqQFIkNHRZlrlvNzVhen7O3tMJtO2d0q2R5PMFmOybdp2p75omW9rjk5fMDxk0NGRYnvLCZmlHnGuBoRdCArE0s9am7gNucveItzPbbvaFshm8Xo0EpcX2P0EBSZSu8RCEGiGrwTMy2jdWL7ixlWH9yzRh6/kTEUGpeGdzF59KSFd1OIPL2bfXYyfRbZ2aBCn9HOeQoVTM/JpghQGyQopl9evszlly8p61OLNaTiN1JUE+7dfZm33nybvNAcP/oQ3684PPyYs+PHuOhoa8t6XUvmVVYx3b7G7Vff5PW3v85oZ5/Oq0SE9hCSzH1YVElIp9Q5pIrmM4/tz9w6zAFc/oGrP8crn/0yKmLDGbjyv4EDdKXG2rQFfw3dlc89fnZBjVf+D8QhiDbSd41k/gQrfAAlhHedyTWRZZKBNZ5sU+QVRuV433N6/pjl8ohgGzFGNTlGCVoahi9luoaCswTf0bVLmnrB1vY+VTVDKVHBiBO20LQktNjSdTXOtZSjEoXwPfreJrTMoXQgzwryrBDE8zM+5xW94HOPzy9KKH9ewfLz2lTPFjvPbj6eR1j+LIL0FznaXhbUTQZflHkyopEtY0jfr0GFKFmLWudMJ1P+4i/+MdcPbjEdTSmLinkKlbbWkeUZrncp2RtQGTrLyYoCo6XluVwuiClI1HmHdz3eNbiukfzEECnLEVpn9Laj6xqCyji4fY/9a9f45JNPWbUd4+09pts7jEZjTk9PyfMc5xzn8wt2dnbZ2d2lbVuOT04YVSOaukZrMCqn7zqyPKPteg7KEbb3oqbuWtr1itXygovzc9q2Z2v/hsRXZNd4+PCQ4Fbs745Znl2wXi2YTcaUeQkhY297l6Z2LM4vWMzn+OAo85zxW2/Q2QYyz/b1MVluyLMcnSUUW+vLDk6aYzaXhRdyvkKI5Cbdh1QbCOq9+d+VJvZnjxcWPLmRgygkUY3znqZrybJMWj3ek+clSmnyLOCcp+06rI2Uoxn/5B//S7729W+JFC61g7SkMqAQvo5zLu1k5GIfKDxXIXVJmI0JhhyWQZN2oxqF4cEnj3jw4DGjasR/8V/83/j0wftMJwVd0MSo0UZkbfIcAoH1fU+IEaMz8iwnRoHZ+t6RZRmTySg5qDqyzJAlhn+eSXuvXq2JriMqGI0qghdY7+ioI+z0EpGQKcbTKaumYe/aHl3vOD1dEIPm/r0b3Lt1jWAtSmvKqiRqyIqS5bJlsVxitGY6nRC8w9kesyVp7gElarKU+C1O1LIT8dbT9h2d6+lsh7UuxVLo5E8kGSmYHJX95sJDP7vvf3UZfqYH+8xi/TPPmhCGp+f8Szzo6lPFZ+bSS71Y+uJEkWaKXP7qa8AgTR98oaIPGzuBrdkOb7zyBvduv0S3WnK+PuaTD7/Hg09+wnq9ZtV0LJqGrnX0rWVUTdjdnnD31Vd54xvfgWqMC4KSolNoqRqiIbT8GVpMQ7GjpPLZkCzjZ3+2zeHdHKLPVlQNRcwlgnP1+KbiSg2qrsvnHVCHy6LoNzN+dhF9+u/UHMX2LavVBcH1CSb3BGRzpExAxcB4lFOVUGRgjChILi5OaeoLVBTn5NzkaJURkBy6EG1ylZeC1LuOvltLPIQ2jKoJxpQoZWjbDmtbiqIU6wgnRFbnHb1z5EW1SbN2Xsi0RVlQlBl5XlAU5YYMfXnF8pxS51cfz+Ps/CKP/Xm3Dbf/NtR9rY1kxqCD2lzTQ7t36BSooDcB1XJ+FRjFnVsv8Z1vfZfpeEZVFqzWK+q6ZrWqJUMqCgHaKPAhYv2lICIqQd67WgK2Q+K4hmCJrgPfi5jEedq+hSTAccGztbfNzes3yMcTluuG2dYW919+hXXb0tue6wcHLJZLXn7lFZ4cHmKtpWlknVZKy6bdQEQ2xYvFOc57Xnp1ymRris4zLs4X1KsVzvZkOjLKNR9/8j53iCgTmEz3mG1NOT08p16vWC0XVGVOvVrQmYyIYjE/R+FQUSIhMmPY29/Bx57pjhQ6Stl03q+ce0XyBksodpQ5TwpQ4esOG4xBT6c2G470BOlbPzhOP2+8sOD56u99BWVE8nV0dEjXdyilOLs4ZzqZ0KaAx+ADPogzc722jCc7/Cf/x/+c33v7mywXDUZlFFlGkWcCKUfIsgIfAnmeJc6GkFaHnebgpaNI7S8kM0lFqcq99ygl7bAPPviQwyeH3Lxxnf/7f/lf8P3v/y3eN/hSJ9J03EDwGiXqMO+Egb9J2ZZJJ0s+Q1oh/y5LRlW14fE454Q7YwyTUUWZ57ITyzNiBGcdaxvI1g1db2lXHWXboHQkW0lfeDLJCA76Zs7ZqSczGW1rKaqCnb1dFqs1F+cLVsu1cJ1CTOZklslkxNn5BcbkTEcziizHhp6oArnRFKZAjzNcCFSTESZX9LZNYXUdzlpBifoOFyMq/80UPFfKkCt91kuc4RIp+AzY/Oq/ry7IXC7Wl5j/FfA/XmlZpYLhKZm1GpoDA2yaFtLhf2pQfg05WzJJF1lB9JrbN+/z9pd/jzLPWC+OOX3yKZ98+H0+fP97PP7kQ07PFiznNRcXC3ofmFRjdvb3+b2vfhVvcmJR4ZOJnEJtHALku6wSwqM2h+kpJGXYEHzWlmYg/sVLLtNlK5inbxtaU5GnEJ6n/o7xqTO4qb3i5RH7opeun7tAbs59KnZsx3J5ge1baUeGICGQRguZUkeqPEdHT13XkCkW5w1tK3JYQU5NcjEXZDoireYQJY8v+Ji8dzr6rsMYUWrFaMjzMoUoZ5KMHSz9qqfrLN57ms6hsxFGR0CiamhbyRQcGYwyaG0wWY5OcRRyHODqwf5FWki/i+2m3/T76XtLyEQsozZowtDSvSxiYxi++9JxKLKMP/7DP+TWjZsYDY8fPaC1HusDy9U6Sa8j5yfHnB4doYesyaaha2tU8KjgKTJFFhXeq41vk/OOYC0ET6YjShnJaNManZUUozGTrW2m2ztok7NuPuDxo085PD7BZIbXX3uNR4+e0HYd3gcmkxnn53OMMWxt7bCcn2MMNPUaU5VUVQkoLi4uODw6ApWzXjX4viMEi9GBg/0djo9PefDxhzRNzc07kaocMR6XrJdnTMcjVAo7VSqwXNUYHdDKMpkaxpNtZtt77O7tYO0CjHRUQnBpTlFX5vwBTR56U1LshSBUh6EglcdIoapllypFUJqjh2Bk/wKaxgsLnouLU7KyYDwes7e3jdZCrB1XJbs7u8yXC+pOvCSci5zPl7hg+KPv/iVf/fq3aFMlW+QiaSsyjXeeshpLG0sZTGq/oIYvs0wi3ks2l0byNLTOLitwJQVS03a895MPODw64f792/w3//X/g7/+6/8ORY9GE4NmPJ7Q2468KOm6Xg6QVqAySq0plZgU5XlJ27bE4JLrqqHIi+R6KhJ2BSyWS0aV9PijydiaTJhOJzRNJ0hWJgny58tzFAYw9H2kKhU6GsajKd45qq2KUZVRlQV13bJYrtFNz+n5gt7KRVGv15RlSV3XNE3NaFQw23qJ07NTQlAc7AV2t7YoRjmz7Sld3aIitHWLC4E6emazKSWFEOWiIzeG2XRMNR4TNPT+NxAtoQQlGYqZn6lr0oKuBijzKiT/Wc93ZfH+mW3u1UVR/Qz4k/66XMylqAgoLRJ1nVCeDVGaSxcoHwKZURRZye9//Tvcu/sKtm/56P0f8uCDd3j0wTucHX7A/PQRi4sVi3lN1zQEH8mykunONrdffomWjGK8RcgyIuI1pCKpQY20QbRiIMfE4YPGgYR89XN8xoIR5PanoOH0edVVlCe95lPKrStHfEPqThOJPCQViVd2V08/6osZnwcNGMJAnetZLM7p+waVLP3F/0Yk36YQ7qAKK+rFCSoEVvOGtgv4KAnmMW2sTJIlD0lqPkpIaAhyPTjnsM6BNpSjCu8iEcNoVAGwXndpklf0vceonGoy4/b916jrFYvzU7p2hVKWspTv6XS6TVGMQWfiuLxpaQ3nUKXP+kz182sav2tF0a9zBG+FJ2mitP+R+Ukw1UsOqVIDgiZn/sbBDq+9eo93fvj33Dy4wdnZGXsHN1kuV1ycz+n6niozIsVuaoITCkLftXjnwDuidwTX43ortwUn7S3vURFyk5EWKOES6RxdTnj1S19m9+A609mMk9NT3njtFbwPaDxPjk94cnjI6dkZk8kUk2Uslium0y0ePz6kKgtGowlFbsQCpe9o6hYfImXIOLh2g9PzBav1CuUdq8WcrlmjRyNuXb/O/5+9/4y2LMnu+8Dfjohjrnn+pc8yWaarqn2j4UGAAGgBkqBILYozpKgFSuSQmuGskZZGa/RhlgR+0Iw01Mxaw8WhpKERSImkSA5BK5AQXIskgAba2+rq8lnp8/nrjgkzHyLOvfe9ysyqalRWo1tvd7/K9+49Jk6ciB3/+G/3wstXmU2mHO7vcRACK32Dtw3TWUW/LDCZpmlrgm/wwdLrK1ZWV1HZkOms4pVXX2Jrq8/QJHeKENmveT1Cn0ridAAgQAd4QtI7nc6b/yiYe+J1G8JkFfLhwTPigYDn5VdfQ2UxQV2RFVy8eIlxKrg5mczI84zXXnuNq1czVta2uHD5cb7/t/0Ijzz6BK11VLMpBE+v1yPPYk4DXZjo+9CVRnABpVXaGcXFRyGgdMwZg4q+P8pAqqY6Go05Oppw9fUb1I3lySef4pd/+ef4+Z//WZpqgg9tpK0TI9P5PxgVIiMF5EXBbDaNg14MmWiKQUwcGGdGTPqH80xHYwyKwXDAmfVNptMJK8OVlDgqOjO24gg2YEpN3ssI4qjrFttGRdzUHlt7mlBTFjn1rMI2AbUyJDOG4aBP03rqNu4ymtaiTWSirHMx6WBR8sbVGxiVobOcPMsoCsN4fETbxBC/pmqp6galNEECO7fiImWMZn11hUxphkUfo3Mm1RT9HtDKHQKf/w0LhqIzT8zVy0KWAc1yBuFjBy6t3ZLA0jIHJCeuuAAL0R9MofAOjDYxUodUjDTR2iIRtmbKUJYljz/6GJcuPsKF85c52L3L3t1rXP365/nCp/4l1COa2RFH+3vcurNP3UZfNWUKirKPtZ6zjz6GGmzQH27QEk24EE22pCrcvjPpBr9o7xK9EuYPG1LI+om+TU94MuwcWCoBEVJJiY5/W7Z/h+Ubxv48ga2CHGd1HvYS2UGqY2/zTUM3bpYiszNGSNm3E62f55osNxgtWHtANb0VK1PPHM6C8gaXdpMdE2p0jjYFQTSomIxQKGJkqfc0NqD1gJX1lRip5TxlL1a37krFGK2Z1Q1aZQxXNzl3/lHK/gDnHeONfV54/rNUTUVRFPTLIWUvLlyOnH5/sPR0MM+79KC+us+cfju5jB50/sOQ95p1yo0nzyDLYsmIOM1iBfsQVMzPk7kIjJVGa8AL2+uGL3/+k/zgb/tdeN+gjEK0YjqdokQojWF8uM/B3i71dIJra1wqK2HbNjoh2zY6caXagRK6gIuQHHFjO4xRKUUCXLh8mawsQAJ3bt/i4vnzvP766yAwGY+ZjMeUvUHUU9qwubkdo4lNjtLR2RivqZuKTALT8YSD3V1W1je48vjjrK6sce3GHQ4O9gm2Yjzeh3bK0f4u1hk2VgbUsymz8SGiFa5yZMQaj1orxuMxjU0RwEbTX1lFlOHw6Ihbd3YpexmonLqFIAFL3NBBl/tLL60BHY/u56apzq9Skk5SxHw+i8I2zKnmhY64/3h6IODxonDOp+yRY5CMja1tpG65duMmvbLEtqBVxtbZR/nh3/X7OHf+IoTAbDahns3QmcEUGp1Cy7LMJN+fWCNDpTpQSkhF+ABR8zL1XYqzECId+eUvf5nPf+FLbG+d58L5yzzy6Dk++9nf4B//o79HU00Y9AeEYFOCOY+EQKYzCAHnLKIzGhdTfsey9IoyKyAEMq2i/06WYXIdmZ4shjGWeU6mFP1BSS4xG3TRH9Dr9djfP2DYH6CAtqoAQ3/Qw2tJtlqBEP00jDHkRUE1GlHPKoa9krJnCJlmdbjC4WTGwWjErK5xrkWLkJmMfm8IQTAqx+Lx1jGbTvCrfdZX15ilqruzOgKezBiCi1XedR5p8clsytQ6lAI3mzCZTWPU1kOXzmyWGJ65SWQZmiSFnFi+RdbkFCbKYiB3TMXxQb+4fnfeSai/CPCOWwUJMeMzHqgtuVa0ro2REmkSZblmfW2T8+fO89ijj7G1uY1C2L97k1df+jLN6DYvfemTuPEOzXTMaHTEaDxjZh1kPYr1Vc6fv8DuzVvk5RCzsoFZ2SQEg6TyGUtdg08RCoudfLewq6XnnNMrEeAd68fjJTjuZaI6+eOWQWQIkfGCeW4iSazTMbZoiT1a7IYfpsgcknV9slgnE8vkPZPJiKaeICTmMgi9XonJArNqRFEMcW1NW+3jbU01bWgaUEEngGRjOYjplA401q1FVEYQQemMM2cuMhodMqumrKz1OXf+UVZXNzg62GEy2sO5Ki5YIdaKm86mzOqKs+cf4eyFR8h7awSIjrAr26xtnmFWHZDlOXkxiDl3dEBLzLK8GOfSEX1ztBf7YPldpMdeejcPkvs5+s979i0is+7ndPxbNTR9czW6H+gsAQznsS6+Jx9inaY88/TKQK/Q9EuDVobhQPOBpx/nscuX2DuYsrKySgiezc016umY57/yVaZHh4wOjmjqCnGd+cYjeHQCBMFJLOnjYmkflaKMQgi4lFJElJAXJUhG2e8xmoxiwtusZDadcXR4xGBlhbNnznHr9l0unr/Ao5dz9vYPaeua2WTC6vpG9DlUKia8DFHn5XnG5vYWq2sbbGxucu3GNfb3D9DAbDbCSEteZvQyTWOFLGsZTSuqyQHj6ZS2mnLp3BkyI+xOR1TNhKKXUw5L8jKnaT1HB4dMq4bNM0NWV3toHfMKIQufywh5onWnY6pD0j0gqOTHEwtLL+mwZMqKPr8yP68jO1VKJHo/eSDgMWVGv+yjtSErcvYO99jdu0uZl0zGMw6OaoZrW/zAD/0o3/sDP8hwdQ1RmrqaxR2QEnr9HjozMQonUcA6hZ6J+LkttePIF/a49JFomrZlOp3yhS98gRdfeonz5y/x9FPPsbm5ySuvPM/f+tt/hdl0j2GvIM8LskxT9uLA9tZidEoKFoih8t6mcPRYXJQQcG2LUoFiY50sy2lS1mitNHmekRc5AG1Ts729TgBm04oQWrSBxlVkpaYochDFdFozHA4pCmjbFp+Ypq70Q2MbijIDLZgipzcYEtDMrGN8c4JtW3qDMlKfApPpGIIwHA4p+z0G/QHONozHE7a3N+MzeEdV1cyqCptlaAJ13eBnsLW9hclK1tY2AM/O3i5101Bk2TvXGu9YlhddScxCYnRkyYdIlobqktmqA75LdpT58YulVhIxEeYKpLv2XEGHZPYQiTt2At56VCrxdeWRKxyNxuzu7nLu/HmGwxVW19bY2jrD+fMXENHUs4r9O29gqyOm+zd4/gu/zuHuLQ537zIaHTGd1WRFj/4wh+EmH/74dzNUitHuEY8+8wF0uQpOJxpdTszNRX2q7nnmWZPn/fFmpmO5b5f7+p7+OCf+nSsLiTvdRReHY6zOm8xny+0OD9+khYCEztDY1TiLfnU+pWOYTkZMJ6O40VHgraNf9umVmvF4F1xkQF07pq1nTKazFBABNkRnfpsyv8ZcLDnB5LHmGyCSs7H5COcvPc1GPcN7izY5RTEEAiorqVqLeIezNSD0BgPQmpX1bS5cepyyHJ54KGFlZY3drMDoLCU2NaBBm1hyYJ52Yd7tYcmQ2M2jN/fXff5YfCpL+areATB5UNLBt/r8Gz3u3ZLVviLPVQQfBFrraRtPozzdFMpMoMwDg9Kz0odMK86c2eDK44/hHCgM64M1pvWMr3/l8/z6r/5rmtmMQdnDtjE7Mt7igyV4i3MxQjA4j/jIMiul0VlkN4ITvI0+YyozDDc26a2vcOPOHuPplK2zF1jf3CK0jl5eMj53LvqUKs0HnnuOtqqoQ81kdIQPnkF/wOHeLrPJlF5hmI4acq1obIsPGq8Krjzzfta2z/LiK1epmxkrg4LpQcuZra1Y+sEFprv7jI9GoDWDso+tY8i+dw1eKSwtg7UBeT/HFAawGBVY2+wxDL0YoITDpVp1QIq4inpYZPn9RxTkfQIxMM8jFhmhDgilwOIOL6AWEb4pqOlBY+qBgGdjc53RwQjXWFxwiJZY8qC26GzA4088w2//Hb+bJ558ml5vEE0wwcaIqBDIyhJlYt4DHwJVVdHrlTGTsbMxcR9dwvSYUbbLOSISy883Tc3e3h6f+tSnODg85Mrj7+PS5UfZ3Nxib+82/91/999y987rDAclG6tr5CZHgCLP2NrcYG11iG1qJJnWhoOSM1tr7OzsUTVgJaO1FqMVTT2Li2Jy+qyrOqaEtzY5UTsGgz5aCXVdUxHtoU3dcv78FlubGd77lItIaF1L29YURc7q1hbBB8qiRBSMpxOK3jpbZ86QmRjOeLB/xN2dXZqmwTrL4eEheZaRZRniLUob6qbm/PnzZFnGbOpZXVsFhKZtCR6KoqDXH2DbBts25EYzXFvhaDzCVQ3KxXpCdd0yrWpms+YbVh5vX5apgTmeZ07Pp/7uwtS7z5bPXCZwFgwPS1vaJStXx26cyP8T7b4+RWzFiZUpOLOyws6tO1y5eJkz5y6yu7NL07ZceuQx7u7sUJoC1zR413Dj2uuMd97g7o1XuHn9dW698TK7t24yHo1wCFZloHM2t85z4bkPM3Gwe/s2Zx69wuPv/yBIQaZzWt/OmS6EuY8MHd275GdzbPMdmDtYx92jWvp+ead0f2ZnuY/v/b0sJSlOCCgIb4I1YX4hHrYoTt4/pLDUWFBwOj2KkVV4kIC1jkG/T78o8bYh0wGNZTK6Q12PaCqP912tNsE6R9PWONugjMHoHqurF+gN1phMp4zHY/rlKucvPIkyffqmJKSa8nGnGlhZXWV0VFJPKrIspyhyXBAcis3N8/T664iYJcgaMzWvrMSQeGM02sSkrJYQzRKppuD8mefvbwH1T0YgLktYmhcPkvfKtPTNZn4KrciULJUoihXVdGJ9XQqYiU7LKvqZipAZjdYZTWMZln3u3rzBJ/6XX+bVV1+ino2pJiNc2SfP+7RNi3PNPJcOwaMl+oWa3CAhLu7WxeOCCyhlyPMeG9vbPPq+J7l65xqD9RUeefRREMXhwRHnz55FBbjy+GN88ctf4uzZczjn2Ns/ZDSZxlpaSnN0dIDSmmo6oewPyLOMvZ0dVlaHlP0VTJbz2JPPsrO7y2QyYXWlx9HONZyboVWPrFcCiqquGE3HzJqa0X6sA3f53Bn6/YKqmaGMoT/soTJFGxzz0AadSjRKiEEVQXAhFudVHXss0Slcuk1f+jsoPQeefr4Ji+ZGSe9t7usjXcHXRU4ykQcP+AcCnmrakGUZ4zAi1yWr/Q3GMmNlZZvv+p4f4oMf+Th5r09eDjAmw2Sa0MQ8L1mWIWKIuShiVJUxGd1EV6IwosEFrHJ0LG1ICts5T1tZrr1xnU9/+tN4CTz62NOcv3CZ3nDI0fSQv/43/hu+9OVP0zZjMqNwwaEzxepwhcLkDHo9gnNIcDz15BXWehlrPcX5MxvcXSu5vVdz66Bi5BxGK4rhCkbFJH3WWjZWVqNJyGgOR6MIfpqWMi9Qq4rN9TNY52INMR9SroNYDLVqqlgzLNN472hdQ1s3KB3LSCCao/GU57/+EiuDAZcuXOLuzg6HRyNCiIXVpvU02kchFoTLDbO64sWXX6YoC3pFzurKgHba4r0nM9EUt7O7j7UNa2sruCbm2gkiZGXBrGnY2d2D3ND6wKDf/02qkLeWY4vsfB0XupDqsPzFCYnVq5hPiuWQxu73zut/kZF56b7LKEggpLpsOih0gAsbG9x9/TW+9uWv0jSW/+2//SejqdZ57t6+y+bmBkWu2b1znS9+8TfIVMvuzVfZvXWNq6+/yvVrb1BNKsr+kBaDywznH32KD33H91Gsn2E6a5iubzFc66PLISromG/FCPNcHyyBGll8dtwtNSyebUF7RX+jN5kSwj1BT/f7PcEQx4+ZX7EzZd2TMXjz9R+WnGzzMlibTadMRkcQLKSd43AYa8+1zRRvZ7T1EeOjXWbVES60eKcgmMjeBE/d1nixKKPJiiHb21c4e+5pdNbHWst4PKJfDCjK4ZJhrfMlEIRowjo6OsQ3FWWe0yjLrLEUvXU2Ns+iVDF/o5HVjlF4ZblCr7+KhBixaUyGd54s7y3VFVzCl12nLIH9Yxzc0ru6FxN4P4bmQT49b9c09nbkfnmC3gsQZG00fXZZtq1ztN5jXUyr4rxDiY8OxSEW582MJtw5Yn/viLPnz/LVr36OT33yVxmNxohtqEejmE7Ce2azMa0NEDxKYqkIk1wnJG3EuoAc59pYDsEIRa/g0qXLPP7UU+we7bOzd4u1tbNMxxMee/wCe7sH7NzdxTvLuXPbrK2tcXB4QECldVXR6w3IjOHg8ICV3oD+wFO3LcYodKZpnOPimXO8//0f5PbtHXZ27rCx0qeaHLB7+xpGYHx0SL/s0dQVWgsXzp9lNqtwPhYKrpuKvb0dUFAOY9oW38ZNZMwOv3CnjwC929qqeb0+IGZIJiyBnpDAjJrrtICAXmaiwzFWaL7Zk2gxip/5eXbse8mDK0daCFrQuWY2mWJb2Ni+xI//xB/hsceexnZ2uZAGi20ZT0bUTZ2qy+YQJGZu1Vn0mTHRCTnW+gDrHUF5gqgYdo7QNJbZpOLrX3uR57/0VforQ5545n1sbp2j3x/iwoz/8e/9DX7lV38RbaDM1zFZQdXWDPUKVduQZznGGLxrQITxeMz26hbWN7jQkGea2WzK/t4+XmmyLO4Gy7xgPB4zOhhRTSo2Nzepq5pMG9Y2N2JF8wAmi2UqxGiqqmIymbC2OqRtm5gdNQEnn6hNECZMqGYtbTNj0F/BOsv+7hFl3mc8mWF9YGVllaqeMhj2MblOkWNxP1dVFbaNIax1XdPUFdevC2srA8oip9zos7N3QNPUTCZjzpw5Q9E3tM7RNJY6s+i8oNfvs3t4iCcwXHKKfFhyzM1y2UQyd3z1yys+y2q6ozUTGl7S6J3fwoIDCh0714GqNFHmuZtSFJS2HhUCG8M1rpy/zPiN61zY3mZzfQ3nLeWgR1bmaKWwzRFXX36F2XiHu1e/ipGW0eEe1994jVu3bmIdBJMzagJWKR575hk+/L3fj8qH1Db6qq2dO4clRvfgbaymPU/sF1jCGnPOIH4pb1roF5IWXFn+bsGCdPuteQTYib7tzvEd2LnHIhmWzovd34GN9wbkLEvAJhpcMUd9AvWsYjoZp6ztPbRSGAPWjqiaGW09YTTaZTLeIVhLCDoxIh5nK7AOLw1BWpTJGKxc5OLFDzAcXsLkqwQUWZazsTGIO3OAlPp+jkElKl/bWD71G59lWOY89+z7qK3ns1/4Ih/5yPdgTMG8SIoAwc/fjzYZg+EaTTVGdMq06zwmy0E0c++zDswmU9hxR/8lP6oHvJp7lWJZ/u5N/f423/P9cvCcPP8bzfT8bsn+4TTVXIp/d8V2nU9JCG2cl9O65WgCvdLTK3LqZsb163f4+gs3+PoLzyPekRmoRlNMCiBQAXKTo7QQnEVC3FypxJi2bYtL2ZPj7A0ImuHaOleefoLHnrjM3d07vHb1a+BafNOSi+HmtZscHU1YX18jzxWf/8LnGa6sgtbUswbRhtW1derWsXP3Lnd2dplVNYOVFRBHnme879lnqJuGx648QVH2aOsW4z1tO+H6q19nenhIW7fcrhtUUhhBICuiD9mkqZnWNYNhj/6wR1bE54wm4TiWVYhJhUOIPgIyn6YLQLJgg2UO1KMkh+XQpSg5DoQjAHLRNBaOjxvvO9YoMmcP8kt9IOCJYMAhyoP3GAy//8d+gnMXH2Eyq/DOsrG+itYK51qm45jDwmQGJXquaHVKLChKoZUh4Gmtw0ma+yba4bwLNLOaalbz6d/4DDeu3WRzY5vLjz7KmXMXyPICT8sv/uLP8su/9M/RyrE6XGE6aalri/WWtrlJryi5625xtLXF9uY6Z7Y2mVYtr97cZXS4w2NHM27duMPBYU3WX6Pf67Gxtoa3lv2DA3Z39njk0csE7zk6OmIynXLp8mUunD+PbRskeBrbEiDm32FAXcfkgEYbZnWNNjlVNYvApKkJIVBkmrpuMTpDqzwmcqxWKIoc7wJbW9s471kNK+wf7JIbw/rZsxzsH1HXNb2iZFSPY26kIOneYEzG5tY2r71+laOjEc55VlfXWVlZwdWx+FywDvGeMs+58vgV7u7vs7OzsxS18xAlJcrrZGFSSn8vDfyI4BffxwU7LE2UkwBAjl3jXu6zIR0WAPHC4xcus1b0OX/mAq6u2VjbZH11lSc/+CEO9ndZW9/A2Zrbd69z69or3Ll5lf2d29x843Uypdjb32fvYJ+q8dhgaEXwuuTD3/m9PP2Bj+B0hkWDxKRZsVREXKitCgQc4pfAzDGwIXO2q/N0OsnQ3Ov37u8AyZS3+Ky7xsm1a7nfwxLNFLp2LK+cEj9b9vnort3tXB+uLLFQqd1VNWEyPkCLIy8NWS7YtqaaHjKb7bC7e516NiVyhElZYiJIFYVCyPIMwYLK2D77BOcvfQRtNjFmSAQoKbt7iJGliZ+OLEHoBmu3+8xYGWzxxS98iv2DOL+u3bzN5uZFnn3uQxTFMAK2OUvZ0ZaKLCtjEre6QsTwxhvXKfrrrK85RCLjHUJ01hRibqD5RmDpJcV3k7ppvsYssiC/ncSC3+i7fCeJB+91n/cC/OwdRt9MNV9Ek24RRRCV7CiBIBrVGqpKEVYLPvz+9/HKi69zuH9IbjQuOCbjEd5XZFn0BQyuRak8AeOFXgoh1jh0yY/TGE0IDkVg89w53vf+D7B9cZs3bnydV177WqwabmMh67atee2l11EqZ3V1lccef5wgjum05satW+S6oNcfRveEpiUrSx597HHu3LmdSjapGDVY15S9Hjdv3qCt2lizyzUc7t5mf+8Wo+kR9Sz6nSktKBXD5CW0GJMzWOsxzIdonfIXicfOjVh+rnd9526QfHGj2Tn52SX9LD6uBz4pe1mQ/Yn6Oc5ozsfGm8COzP1/vX9zDrF7yYOdlgsDKNo2MhxawWy8j69GWBuBjCJWLB2PJrTWkmdZ2rlH5RA7KO4QlQgoFQdbZ3NTClA0taWpG+7evsvnPvM5JtMp5y5e5JFHHmNtc4uszAmu5Ytf+HX+wd//7/HNDAmBpqqXiiMKtrXovqbfGwDC3d09ZtMZxhh0lqGN4faXXsO2DefOnePypcsoFLapUUaY1RVZYVBaGKyucDjaR+nAYNBjfX011T6pmVUzptUMk8VKyYLBtpa6GtMvcgaDAr+SR7NDokzrpqGuK9q2xbaCybK5b9PRaEqR/Hu89+R5hrMtSimy7TwCnt6AjfVNDg4P4+DycR9f9npsrG+ws7PHnbv7kTYNnqPRiGo8Ba1RecZwbY3+cMi0nuGDi3185uzb0xS/CYnjL+VbWF6zuu/ni1mcNiqEVLmqi1I6ZnBJl+kozHiDAOjOz2Su8I9HoATnKYMmTCbkecGwV7Lf1KysryK+opkd0EwOmR7extZjvvrlTzM52mV/5w7T0YTr124xndQ0bYMNntoHvDJkvVXe94GP8uwHP4ZN9Y+89xHUoBBing0fBKdi2KWE5dINYQ56Ir2b5s8xxTmnrRbMAgvfH0kLb4dbjpuuFoDnuK9OSP8PdPXOQrr+4n6LDL8nzV4L5+rwQCXzbkh8uq4tLoKd0T6Z9uSZ0NQHHOzv4WzF6PAmu3uvYZsJRdFHqxIRTesDNii89Ch7fc6eP8d0fERVF1x65EnOnH8aZJ2oFmPvxvGVnl8gpLIDgiYET0hJA51zmDzj49/53dy48TovvfIq+/sHbG5u88UvfB6lFE+/71kuXrxMrz+M0TnpyQJgXaCqG5x3vPTyVV544WUORxOee/+I2bTmzp07KKU4f+E8V648RVH0Fk75HTAmJmf1KYFkCAHvSPWZjteae7edin+rRWPdT+o2At1Fxs606KolP0Lv0wYdzm1t8bEPfJhQx0R9RR4DYSbjMbapMZ3/iATqegKNxeR9YhJDj28tNniCd7G+oYlMhck05y8/wkc+9p30V1f54lc+xyuvP49tJzinsNahDo84d/4KTz31JDdv78b36aNGaduWMu+RZznPPPsMn/7cF9FaAQYBLl26RFH2eOXVV6lmFatrq2Qm5+6dHZpZw+qwRwgtVT1msJJRDoY4N5hXIdC6Y2Y0wUdG2gZLoKWLnA2Qiu92x3ajuStwHascRNCTggw64E3aQHlZMNEIeI8PHeBZbHRFIggLSi2xvMwZJudCLPnDg8f2g0tL9AzNtKaXlzFddTXiX/xPP8Oz7/8IeX+N9e3zPPvchwlBUdUt2mRYD4IjMwqluzCxNClVt4OPg0klqnw6qZiMp1y/do2vfPkraKV54spTnLt4kZX1DbKywNoZn/y1X+Zv/vRf5s7tNxj2Svq9Hs56JO3e1lbWKYscTSoDkFTBrLEYFzA2MByWMYrJOm7cvEWeZTEkVQV6g5KqqTg6OuLOzi3W19ewbYs2mqtvvMZ4csRsMqUsClZWV5jOZmS5YX19FS2QmYysryiLnKLIqOsmlq8Pikx0zC1Ulvg8OqjFXDsGH1bZPgMhqFhkUAl7ezsE71LleYWSmJZ+MpnR6/XJ8gzbNtTNjNF4xCuvvorWhu3tbfaPYs6EyXTKsN8nKwo2MkMvz7h1/SYmM4jRBNty4+ob34jeeEcSlpXLnGpZGpRzAiiZWUgLy8kFtjstrbPzBTp9NAc492xDdPj09Yw713fZKDVnzm8ytTN0Kbz8/NdYP1xjNJkyOjrg6GCXg927zCYjpuMpVWXZ25/Gkh51jOJpRBEyxebGGZ5+9v20QRAVs/MG59AhTUxxcY8jGuUVSMCLhaCOPVsncccTgUf0X1pCiWHx+HOQIccZnBgynvrFexYk3nFF0AGgaJYOnOy4zjequ2Z3n2VZhK4/3AUvkBZy75hNx8xmRxjtgJqbN25weLBDlgnNbERd3QF3AD7mQwlqgHMGHzL6g/P0Vi9w7vxjFD1hPG248uQH2dh6DHSJD4qY1swSHQi6xKjRPBGSYg7BgfIcHO7zr3/lX3Lz5nWee/YZzm5tcvnRSxyMdijKHt4Gblx/A6U8r776dR57/CnOnr3IM88+x3C4Bulak/GUX/u1T+JswwsvvExZDNGZwjYzdnZ28T4wGo/wIfC+9z3L0+97jsFgyOrqKoNBXKiib6AwqyqauuaVV17hM5/5PM888xzf933ffwz0vKO+v887XgZQ75XT829WJI1jQdAqLryLYr1+vnmSIGxvbPHxD38U4wOuachVhmsts+kRrqnREkOnFSmhj7dY1yBiCSpLm/y4FsX6hrHIbJZpnnz2aT7wHd8BCj77hV+Lzs/1jODBOocNntYfYINlVsfSQ9Z7JpMxIBzs7VGWQ86e3YJg2d5aZzJrmEym3Lh+nY2NDWZVhRaFsyBBMx5PMCZjb2+XXnmOg4M9Gt8wXMlZ6yuCd4nJhEAK1LEePDEztNdYH3PkiIpRbsmJJpIbkorhSIqEDQofYhJB56H1KQWGxGiqrmRKp9NCNCSh4i1jPbJON0pyIieatQMpx1b6W6lYVumtNl4PBDzTSawN4wkoLZjcUDcTPv2ZX2E8rfBB8UM/+CN87Dt+kM2tR3GisaEGAiiFGAMSbxFCdEx2rkW0MJ3EsvV7uzvs7R4wHs8YTSu2z53l0uXH2Nw+S7/fJ8s0u7u3+Zt/8y/zq7/yCWazUQw396l6swTaJibaO9w/wPYHFGWBdR5lMjJtGAyGbKyu0bYtk+ksOhYSB95rb1yjV/bIjYbdwHRak+cGpUuqtkVEODwcMZrMODg8mpfTUKJisiocg0FJmWesra7RL3v0ijL68ojQK/uICCsrw1gQblZHpzU7AQHvLHVrKco+ewd7BGIF9kG/T1GUaKUJ3pPpjKapOTo8oppVlGVJUIHxbEzTRJ+lo9GIXr/EBk/VRGfnxll8HZBG0UyEouyhtMZJoBgOce9pHp4oHaux7AvSWWFUJAyiKWHpvEWuhgSbwvFrSpoVgY6L8NFhLpBMAAJKUBncuHaLV77+VbYvXWBqLZ/8jV8hTPbYufkKOzt7tE0TQ/6PjqiqhtGopvVQDoacPX+W1197jcmsQZmMfGWD93/0O8mH6wRlIJVaEZ9YKklswNyTqWNQolkygp0F/T3PL5GUgJcYxrrgbxZ9GETmjE9g8ROViMyVUZfIsAtlXvyPuLvtzu/6Nt0jhmIvciy/2SQW8OHeAPPdFu9amqZiNhtj2xqtHG094c7taxwd7jIc9pDgcXaKosa1M4rcoLSisR50xsbGk2xsPcHG1kX6w1Xu3r3No1e+g5XhFoEcUti7zHuhy/HROVbKUt/EyuZ/5+/8HZTynD9/hpe//jxfHB9RljllXtI2Y45GB2SZpleWNHXNyy++wPNf+QrPf+WLbG+fYbiygrWWl178Oq+/9gbj8RE3btzi0sVLXL/+OgRLluVUVUXbVPT7fe7eusHrr75C2zZsbW6wvb0NwOb2NtZ6jg6PyPOSW7dvc/7COX7xF3+eD3/kQ6yvrdOh2o6deztA5RsFMm/lJ/TNAEgicbHWSmFSrjblIaiocXyAYA3nz57jw+//CFiL84FMGQie2WQSU52IIgSHS8+oBIxE5kjaGlNkmMygcQTXYm1LEKEcDvjARz7CBz76QQ5GO3zmU7/B9RtX8c7GLO9EMKAJWDvh9p3rPP7Yh/jAhx+lbmcc7O3SWxny2JUreKeoqopbt26xurLC0eg2SgmDlRUaa2ltS9nvMZ3W7B8ecf7cWYos4GxDNZvRto7MFCgrbA4UmWqQoHCp4G3EhkmHoLA2UDcJ8AhoE8ufBB+ZG3ysU2ZSKSiIpVhaB63XNBbaxGYrvfDZ9QGsA2ujU7n3qSh42jAGFuBIq+T+4mPJic7/yknAzVXeN8jwdJmNxWQEbAxhFsWsaWjbWKbhX/3Ln2N8NOH3/f4/is77iG8ifZdl4AIBS9vWeO+4s7/DzRtv8MILX+H1117m7u1bjEeHDNfW+D2/9yd44qln2Dp7mdW1bYqioLUTptWYf/6z/yO//Ev/LDl6xiyPeVnggsM5R1mWiEiMqMo0xsRCoYfjEbmKFKa3loODA3QWo8mUzkECveEKRmuKvADvCUHNQ+329w6Yzmp0VlA3LYQKrTWu9UzrCpTCZBrrArfu7HDn7j7eJXs7MWpqMBywvr7B5sY6bVOxMuizurqCtQ3Bw2Q64vXX3wARVtc3mcwqZrOKc+fOc+HCBVZXVphO6ljvJ0SHMG2imbFua7RWbK2vx3XPO9bX17m7s4syGf1Bn9H4KD6bE8q8oK4qDkaHzKoKRGF6+W9ei7yVnByA97C1zo8Ii+9Ju4G5H8ryJeCY70hXVoA0CbpzlKTSEYkaapXw3T/0I3z2X3+CN15/hS985Ut85jc+yUa/wDcTmnpGnnJDee9xXjGaNojOKZXm7u4OmAzJFaoY8L73f4iLjz6O68KHXZjvRrqWhg6MzX03oCuQd5x1WYC6JXJlDhCBN4OLpeN8h1iWuo8O5oTO3PXmCK45wxSOg5oOZB2/56KNBLkve/Ruy9HoDk1ToRVAy9HRIYcHO1TVhAA01oFvmVQNznqUWqOxHk2fordBVqwz3HiEYrAFOmcyqSh7axjTp6p9ZIvEJyC+DPnS081No4LSCusst2/fQWvNH/23/jdMxgf87D/9R2lHbRmuDFhdW+HKE4+hlKKaVXEOA9p46mbEa6/vzfP+5HnOymqf3iAnLzJWVlY4e3YbbRR5keGDpywLrG2p2xnGQJ7lCJbPfubX8SGwubVN8GCygsuXLvPRj3yQJ556jrt3d1JOlJA2FN1Le2eMzzvJufNeO7W/XRGd/D4kZvjPlYosjI7FYUGz2t/gqStPIbZFoShMDsFT1zPwLlY+TznVTPJVcUCuFZlkKZmuxWSAd9jgwAgr6+t8+Ds+xlPPvY+7uzf50hd/hdHuHYaZw4kjZBneCdbFCgRtEI4ObjPeuszdOxk61+wf7HPWbLO6uoqzUBQlV994gzPnely6eJGXX30Nay0iiqZpqeuGouzFrP/OURYZZ8+dY+fObYw25MWQ/ZtXKc8YHrnQIxPBh5hluldklCWYLNaSa9qW6aRiNmto2xhe0YGWzhRlJAIeldwOrLfU1tO4QOM8NkhkeVTHlAasE2a1o248TRuBT+sU3ksyKncmLEmst6dLRuxCoHUO6wQXIMzXgXvLAwHPMCXva+oGvGM4KJnMKorcYIzCthbvLF/80q/R+imD4Sqj8ZjNjS3Onb1Er1zBNjVvXHuN23fv8MrLL3Ln7i18aDFKYtpta7mzd4tf+dVf5g+dO49v1rn++g6vvvYKX3vhi7z2+te59sarlGWOS4VHyyKnbRpiyYRYVdgYTZZn9Po91tbW2bl7N/oMiXB0dIBeXaNpG4zEXDVFnhMIlHnJ0eEhlcTsqK5taW1Df2WAyTJ068izgrLosb46ZG9vl8Ggz8WLl7h1+zbe22TaKlIdrZhN2RNoW8vRtOLu/mv4l2Pou9aK3BiKImN0NIr5eto4QPP9o1gjRWkOjsbcuHUDEWHYH7C1uRlNcW1LXdc4G+tilUWOdzENQFlkXH3tVaazGRcuXkSHgG1bBv0BW9tb5Dqjms1QWtjWmqPJhElVvWvK5H5yXPmlnfPSsFxmFY4fG45jn+NXXSxH3QWCAzrmJGUwJcSFLCn3M+cv8MyHPsbZjXW0m1Af7TM7OqCdGBQOFWqsEURrlClolcZnJb3BCk4MmdE0eKTocf6xKzz3kY8SjIm0eAgx/PReph852frERS3VGIv/+MV0DaCWCoAu9luL71OnLaLZFp1+jBVaHHoC8Cx913Xl3OwYoglnufPjaR3Keu926E3dRKuBKFoLqIJzF65EENA2aRGLhTyDa+aFWHXWB1UQgsYFjSiDiCEvc9o2FiCOVaWTL0dY+Ax08iaHX0CreN53fud3sbKyim0bLj/6BOurK1y99ipf//rXKHslZlbPwZI2OSKayfiAvf3DeRZ3731MNqhizpf+cIjOMqxXrPRXCQFWVodcuHCB3d2YI8q2LQQ4s71F6zRta8nyHBHF1uY21jm2ti+gteGDH/hg9PlZMgG/3Xf3rWCmeicSQkCrQKaFXAulgV5PU+QlmR6ysXqO7a2zOBv9QorcoAWqWY21TSxHgYAXNAqJbiMoJeRFRiDm19HSEmyDKE1e5myfPcv7nn2Sjc0BL33tV7l27VVCNWK7L2mBj9exDpyPPzYIlZtwcPcq/V4f70ueeuJJVldWUGL42teeZ7C6xt3dXdY2t7l74zZFXqJ1hnMe7+KmralnZKbA2ZZQaCbTCp0Z7ty4zuaa4X1PP8b3fGjARv+IQgXyrEevP2TQK+n1wBRxbljrqCYVRwdTxqOK2bShtTEXmFYmbkCT/5PSiiCe1llq18ZCq15wQdG6CI662pjWwbSyTGaWqvXULdSNo7UBG2lmQmKdvPcJ2KSg22ShUCruNX1IprD7yAMBT780BAK91R4rw7NMq4pimuMCzGYVk8mM2tZ4N+VLX/wVRAmTyQTXglI5rol6sW5nsXCYd+RFgTaaaRVNO8EHvA18+fOf56WvvUBRlDRNw3Q2pbVNTGSoFDo3yXEp1hkpiwIlKibtax39/gAXXAwpH43Y2trCtzam8Paeum1QRpOnYqhZlmG0pq0b6rpJdkChLEp8CBwdjWKJCRMdnXNjEKUoyjJOjkxT5Bl53icrc1aGQ6qq4fat24QguDY6YVd1hU8ZbNtuUVJwtD9Ca83acJVqf58iL2itw1pHCC1FUXB4dMR0OkVrzauvv0bbxqzRTdtGJ2yl6JcFK8Mh4/EIbRRl2WN0dMRoNpmH/edFyZmNbdZW1hgfHTEc9nnyqafYPTjizp27744meQeybH7p5N6AZxE+mr48fo0Ta+4ig83CN8bho2Ohh7NbZ/jB7/tBMgnImbO8+JVPMpvuc35rjdFoyqxycXdSlASl8VmP9e1tLj+3TVkOOTrY49atm7TKc/HRK3zX938/5XCFxgeCmxt+FpTLkviTszAsCnKe5HiiiSogMSl3Z7WiA3mdiUs6JmjuFxXozFsx0n/BeS0DnEUTlvrTz09P/kGpuwML0AMsh8p3t30vZHv7cjLVRYDYOUrOAaDAUknB9O/SzhBY5K1OJsSenDg+PufbWeIVcP7cOdbW1jAm58zZC/ye3/v78d7xMfvd3Llzh739ParZDOc8Fy5eZG11lV6vj/Oenbt3sNamzLj9Re0twjyXV6/fZ211fR71akwsy7MYS4IS3Y2K9FlAK5NqMhlC8Hz84985ry24kKV+eEh+WA/rur8ZiVFy0afOKCHPNYNewbA35JGLT7O1fonDgxFjOyPPY2qTWVVRNzFB6yIfTCCkCaqNIdc5yiic9yjbYIilJMpBQdkvyMvAzRtf4+WX9/Aulj7pm5iw0omnzASlNM5rXJq7zgtODE04ZO/OGzxy5TkkxDIYWnucd0ynE7bPnOH1q1fZPnOWF198maLs0e/1WV9b487d29RNRVnmzOqKw/EhPnj6RTHXlhvrJR/70KMMzQGlEUxekPcGaNNDFYIYTxBLcC1+5qhGFdVRxeH+mMk4FkfWKo5R79LmSyCogMVR2YaqdTQ2+vJYF//tKqK3LSlPkaDEESTOY6UFbYkmtrQv7DYPXa0tJCAqOgx4D3MFeR95sNNyJnjnadsZVaXQIgx6eYyfCQ58IFM5ja1o7YxArEdF8BAsLtRonZNlMfWid4HGtYi3keZTQusckumUmXgGTYN3Fq1dpOiDTnrIo7WhyGP+m6AUTWtZW12l3x9w9+5dlFY478izjMl4Mk/2lJsM0YZca8p+nwBUsxl5lqNEcNaR5TrRmkKWZTTVFKUDw5U1bGu5u7PLxQvn6Q8GtHXLaDSaVzc+PDzCucB4PGE6qxgODY21DFdXyNuSvf29yD4NhvjgmU4niM4IAqPJlCzLYyLGzLAyLBBJFbuVYjCIfjaTyYRmWlHXLS54aKJ/0aSuOJzOMEZhgmHcHNE0DcMso65rWmfpI7x+/Tq9Ypcyz2hcg3/lZXq9AQf7+++KInmQhLBQxqRMxyH5RMyPwZ84pysf0H1wfMfNfO1L4aWRVUVDjAQICx+a4IWttS1+8Ht+kO3VFd549UWuvfpVnn/+Cxwe3sW1E0I7Q6GxKseaIdsXL3Hm0uOsbJ5F5T20Muzcvs2toxE/8PHv5eyFS2RFQetccmSNIaAxamEBuN78TDIHIgvEcOLZUldJSqY4z5nTma6IOT9iIq+FvwkpUpoQUobTxS2W2+KXGB5Cej9LCPSe6qL7LrW3u29YZuEeonRZ2WNTuvQDy2AlwLw2z5JIAsJz86Gef9GdtXy95RF5bxZkcfU8y8mynA6YmywuYHne5/HH13n88ZMds/A7W1vdilfrTGhyD+DLAth03xrRi486UJeQ6bK/kTJxgojopYiwezCN4Z2Zqt6p/FYCO5A2AdL1V4PoHnkx5PIjT/PUlfdz9+YeVdVgTIYoRdU0zGZVfHMhvmctxPVMKbJeSa/fo9eLCVzrOvpO2qambSZM6ikHk9tkxlFmYIwnMx6tfCpyLWSZAtGIBHJRKAxdzqkgmloUlW9ppkcUW1tcv3Gd2axlPJkQZjPOnT/H3sEBo9ERzlvu3LnF9vY2vV6P9fU1qipnMq1oGotomEyn2KZhbWOTtt7Hes/W+S1W8xwtATIFRQGmRDINBgQLTYUyDcMsrsNKQ15o2tpG5+ag8EGwnmhmCo7GBVoUTsBJjPRqfcAls521ULeeqrbUraOygaaFxkXWK/54nI9m9I7hcSkYIxABUQiJFfPhG2d4BIfWkGU5bVtF73EbbXfBC1qSo5YxtE2MUCmKgkCD84HBSoa30WnThUhvNd7GUg5pImhtcLhIK3tJ7LlCgiMrAlpAK4VITG6oABccTR0B0O7uLgcHB4godDCQlFduMso8ZzyeEBCm0xlOQgQivT4SYNpMKcuSPC8SEJnG8GHvaF3LyuoKIYzIspy8KLDWobVClOLRy5e5cf06s9mMXm/AeDyhbSwmM5jMMJ1NaWzLbDZF6QhmWttQN5HmFA+9XsnG+jpaCa5pU/2uOGlq25KZHOdi9fbZpEKhUZmiNAZrLUVZ0DobC5LmGdZZZtMqImGV0dqKunU0zQjvPAcckmeGMs+5dXeHS5cuczgefePa4xuQuS/EHIW/TWqdJXMKi/XrOEWvopd/l/Mhfbc6XOP7Pv59nN/cZrR/k70bL/Hq1z7HzWuv4F1LcA06E7zS5BtnefSZD3Lu0mUkL7HKpJwtirVzF/jI934/ayvrkYr1ntD6tFil5TPEBefknDuZI+JN7jvHDl7807EsC0bjBAOR2KD5RcOJy3SA6k39tSDMFtxUPF/NQVlYZLk+9izHbn5PRuthyQmXa5bNfBLU0riKx8ixaD+ZH9+BteXrdscsDFf3b0UngloCH2Hp364o7HInL6HKZGK9PyB4k4s680STx57cHcd9HW84Z+tkyZ9sWd5suns35RuNCHvYIhJZsUwrRHlCMKxvXOYDH/xeZpNpzJBvkiUhONpqhgoOTQyLlhBhq/NwMJ5wOL1LbS2gsK1jdHiU8u00FEVgbSVjfSVj2NOEnqFXgEbIS0WWR+ddiCab4KMHilGxYLRWCiex7MXk6IimnkCIxEHrHIejMQgonbGxsc7W1hnqJro8HBzsE0IshxQtA4b+Wp+gAmVZMptMmc5qhmWfnYOa3TEMzhdo3YI2iRxtIiB3Oo4n68E6XNNGp2dn8UqwArW1tE0bUz94iaYp56ht/IkMj6O1jqb1OCs4G7Au0LSBqvVMG0/VQtVCYz2N9bROEpDpkhzGtWMexCKC9yGZyHz0+3nABuzB1dL9EukuMaeOMRnT6QwtGqMDqgxI6+n3SxBNYz3OeTIR6qaO7I6NzraZEpRkGNEorZOpxxN0wBhFcOBdwIrD6Oj46wkxPbdWtE2D954yL8izIpqclMZZR9NaiqIAfPysbRk3TaR1CYg2KKKHfn84RAIc7O1BXaOUIgj0+32G/WgeOjg8wLuAMRlN3WBby40bNynKkul0wsHREUoJbVVTW5cyvUabvLWWfq9HWfaYjseUJqdXlNRNQyYxy7QN0Qdnd+cuuTZ4l/I2hAjotMlo2zblLFKsDFeoZhXoeP08K+PuLAiz6Yy2bmjqGBmmtKKtLbZ1KNFUVUx8qASquqbJW4yp2d37CmX5XpWW6HZVdCNqMbaOHXef89Mluh05MM9nGBV8wAdFzBzlEz3s2Vjb5Ds+/FEun9ng8O4b3Lr5AreuvcBo/zo6WLK8wPaGSCZsbV3g/JPvZ2P7ElZpUNGvwvuYrtyGwGB1A0e02Qciy7LYQHdJ/hyBey0yx2n+CGhitGFMo7DUM8l05LunDYlX6fqg29UvmSWOX3thMlvk1vFdI+hCzpcwZFQhMoc+dFghpPseX9QTwzR/fQ97cZN7/D4vrUpn1hMWzuLxqOX3sPRcx0bfkqdTUMduda8heRx0pHpmJ1Hh/ALy5pPelgjztAX3fPbF++L4J/PfHiwPQtzfzqISAIwL6MraWb7vB36UtdUz3Lz2JWazGRoh+JbJOOaWi0xZV/cPWgu39nZ59do1ZtbRhoC1Htc6gvVoIMugsIrWg/NC08R10QeFMoosBHJU0iMK71K0UutopaVuow7zWlH5GV40/WGf6bSKrH8QRDIGg5Lx0RFr61s453jyiSe4cOEizz//VQ6PjjDaMJ3VFHlBURTYJkafrqyskZk1JqNdJnXOv/71l/mDv/MSYhq0eIJoAo4QmoWpyLXYqqGZRneWWW0jO9M4JtOaumqZVi1V45k1nsp6GuuorKduXAQwnmjaaiE4FZ/ZQuNCPN4JtfVYRwJPYe6XE81lnX6aVxSMzE9IzLV/8Nh/IOBxXtBaobSJ9jvvCQlwRIe/QFYoGhfNDz5YMg0hjyNDSYZtWlSmCXXMyyhKIak4m1aatkml49uI0Iw2aJVSjKXEPUbHelyZyRGid71GU2Q5RVHEpEg22raVKPJUuG88nmCtjYH9YlHKUCjDdFphtAKlIvPUWqqqItMG1wZCcAiCbSz1rGY8nuCcBQKtHYMITWvZ3FijzTLavSPKssQ6R57nsUaLtVTVAcP+gF6vR5bnDAcDJpNpdD4Onv29PVaHQ1xrMUZT1Y6i7DGrK5z32LbFB8/ZM2cZjUZY7+iVRSpo2kbHsFTszkKM5ChKEGE0mdA0ln5/wHCQwlrbJiVBdKysrjGbNTStfTe0yAMlLsSpAtF8x5t20rLI0tkdu8jvAcv8w72yKHf+LMkteQEBXGBzbYvv/s7v4eL2Bod713j9pS+xt/c6N2+8yHS6T2NnhCynLQrOPvYYl558H2owpHYpmy0gPmZEjbNepbDRMK8A3GUU7cw8y7vyk+19U1RacsZbPOvyt3EJXS6oynyyz/+kY2WW79GxM8sgyKeyGqTP54AzLD5bXHN+94WpJSwAJicdpN/DhfMYmXLyvsrPgWbXr3LsMJm/qeNqcelNnbD/34ukCIsKb/NP3txKzb1lmW16K3kQ1/RmwDLPVkuXgfbt3OWdtOdbXzwK6wIWhSn6fPiD382li49w4+o19nZ2sI2j8p7pbIZ3bs5IS8pVVdUNt3Z2uXF3h8ZarA+gFQQdZ7x4EJWKSMf8OwfTQIvHCWDAFAqTRZMjtaX1YIOmaR2tVcSaTrEEk2QZVnkqN0bt7zKpcra2z7GyOqSua/I84/HHrlDVLa9fvY4PUPb7PP30M3zlq89TVTOMiTnhdu7eZXU11tva2dnjypUnyIuMO3de5VOfu8HTl1Y4N6jIdap7GQTf1rjW0noH4vDW0jYNjbPMnKVqLLPGUVUNda0YjRuOJg3T2lHbQOt8BC7W07YxRN068E4ITpCgU+h6BDwWoU1mq+iDCiGVWomAJuoe5/08JUBHYAOLfJL3kQcDngDj8YhmVrG6uhp9W5om+hW4gHOByraYrAfBYW2DyRSDfsmsqtEiTKzH+kDeK6jblhAC/V40IVnrKDKNc4rgIVMqJvpLnvHWtWnn6zC6wDlHrg1KQ1ejq6oq8ixnOOhH0GMt3rVolVOUhrptKcoSlEaComkaZrPoRN3vlWgRppMJCqG/ssp4PGF9fZXV1VWm0ykHBweAJHNToGkbyn6P8XhMU88YDAaICKOjcdyQScCFgMliVFmuC2zwTMcjPLCzs0Pd2OT0XOASUAvAysoq/eEKeVWRFzmz6YimaZjMJpHOCw7rmhRhYkECdeMIEqiaiuAD1egInXW5jxT7+/vgY2RanhWQZQwGfaqq5vBgdMw34psiYb7vPv5xOP7ZvI7RW+xdo88ODPsDvue7vpfHHnmUycEtXnrh89y58QL7u9fZO7jNaHbIzFsmLZx9/ANcvvJ+HLGqrxhFcD4CHRuBjVJd1JfMfWCUxFD0uQ8M0ZdIVFhq7+J5jmV+noc5H2dnuloxITn+LTspL6dPJ+UNkXlfLfdb7NPOuVXm9w7HjmXp/j4Bp8XC75d8jWK0GEDHF3eU8uL9PVxZZBW+N4fRscGLum0LpBaIDqYShHuB5nfcFiLoWTZcHruqhPlRy75Sx+WtGJaw2Bw84Jg3gZ75V91v6k3HHD//f11MT9M6ghKUD4gPHB3N2NndYWfnJuOjAw52j7i5s0fTtvPNtA8yz202rSpmjcWmJHneB2hjnTcC6Kg1ItPoo1nGNZ4GHyOxJIt8YBtiSQpCjMaywrSGqgEXYumQLC9QxmIRvMrRxSHIBmFnh6zUPPbY4+ADhwdHoDQ3b95idX0jZu0vS86fv8Drr79O01i8deSZ5vDggP5gQFkWzGYVV558nKxQvHL1y/y9f/QpvuPpdTbXHCb35KqHuEBdzWhcLCDh2gYfGiSL5rbattRtNJs1rWI0aRnPWmor+FiDHhsCNkBQMZQ8OECiC0xEgdFf14fY11H1LwzXnSXIu+64uPFcdmuYm0+X/T7vIfJbNV/CqZzKqZzKqZzKqZzKuyX3r6N+KqdyKqdyKqdyKqfybSKngOdUTuVUTuVUTuVUvu3lFPCcyqmcyqmcyqmcyre9nAKeUzmVUzmVUzmVU/m2l1PAcyqnciqnciqncirf9nIKeE7lVE7lVE7lVE7l215OAc+pnMqpnMqpnMqpfNvLKeA5lVM5lVM5lVM5lW97OQU8p3Iqp3Iqp3Iqp/JtL6eA51RO5VRO5VRO5VS+7eUU8JzKqZzKqZzKqZzKt718SwIeEfldIvKqiFwVkf/DN3D+T4rITz+Epp3KbzERkZ8SkbGI3BSR10TkJ7/ZbXqnIiL/bxH5o9/sdpzKm+VUF53KW+mY9P1P/Sau/7iIvPYOz/kdIvK8iFxfvrc8oCKtiHy/iPzMN9rObwX5lgM8IrIB/A/AHwU+CPyHIvLse3DfdRH5Dx72fU7lochfCiFcAH4A+Asisv3NbtA7kRDC/ymE8HeXPzsdj998OdVFp7Ikv2V0jIgY4L8Hfhx4P/AnROQ73uq8EMKvhhD+8MNu3zdTvuUAD/AHgU+FEH4jhHAE/ALwI+/BfdeB/+A9uM+pPCQJIVwHrgNPfrPb8i7IOqfj8Zstp7roVI7JbxEdcwHoAW+EEA6B/yMw+ya257eMfCsCng8CLyz9/X8D/omI/MeJVn5BRH4MQESUiPxXidZ7UUR+98mLich/IiL/QERU+vvPp+OvisifSJ/9beBTwCMicktE/sXS+fe77/8zXecLIvJdD603TuVti4i8H7gMvHif9/yTIvK30s9uGheSvns3jtci8lfSGPpniQJ//KRZQ0Q+ISI/vPT3Ty/T5A8aj6fynsqpLjqVY7KsY97iuD+b3tV1Efm/LH3+x0XklaQb/uN7nPfbReRLInLmAZe/DrwO/JyIfEcI4WdDCM+fuM5zaZw8vfTZD4vIJ5b+/ikR+XkReV1E/lK6788lffTPUtv/gkST7v83nfPjIvIVEbkmx01pPy0i/76I/HUReWDfPFQJIXxL/QB/FfjzJz77ncCXgQ0ihXcLOAf8aeDngRL4fuBGOv4ngZ8G/hjwCaBMnz8K/BIwAC4Ct5bu8Tjw2tu8758CfjHd90eB14Dim913/2v8AX4KGAO3gQD8Z/d7z2lcVMAfAIbpfX7sXTz+jwG/ChREdiCkcfWTwE8vtfkTwA8v/f3TwE+eeK43jcfTn/d8bJ3qotOfe+qYe3z/U0t/l8CvpPfaB+4m/fEccJUImLaAG8Az3ftO7/V54Im30aYt4L8FauAvAip9HoDzaax814lzfhj4xIl2/zPg96dnOwf4NF7/EvDngC8AHwVeAc4AL6fn6gFfAT6WrvXT6dn+PWDzm/WuvhUZnpa4YAAgIn8Y+C+B/yGEsB9C+Crw68APAr8X+KshhCpE++TFpet8J3EgfCGEUAGEEK4SqeL/CPhbxBf8IPmx+9z3x4C/ku77S8Ah8KHf5HOfyjcufymEcA54irgAPM793/OnQwj/NIQwJu7e195iXLyT478H+JkQQh1C+MfA3n3aK7+ppz2V90pOddGpdHJMx4jID93vwPSO/x3gTwB/D9gEtomg9X8KIVwLIeyGEC6GEDoGcQj8fWAKvPpWjUnn/xngI8BPAH9y6et/zAKQvJV8hgjmvhZCuM1CN3Wffx44IFqLvhe4BHw2tfEi8IGla/1sCOGvhRDup/ceunwrAp6XgCeW/v7x9Pey9/k9PdFF5E+KyDD9uUZcgH5MRK6k738Q+IdEtPqTb7M997vvW7bnVN5bCSG8DPwa8Nu5/3t+efkUeMtx8U6ODxwHM/ebf5ce9Byn8ltGTnXRqRyTJR3zPfc7RkSeBP4lccPzHwFv3Oe43y0iz6Q/V4kA+OtENvC+IiJ/QET+cmrP14D/D5F57uS/JgKt//Ctn2g+Xk6Om3t9LsAvhxDOhxDOE5mqf7D0/Sffxv0eqnwrAp6fAX6niHxIRM4Rd07/GfDHJUYvPEscbP8K+Dng3xWRQkQ+CPwXRBMEwC+mwflfAv95+ux7gN8g7qh+7MR9d4EtEemnnx7wz+9z338O/Hvpvr+d6GT4pXe/K07lnYiInCfuQoT7v+d7LQgPGhfv5PhfA/7NNC7+EHFcABwBj6Q2/jhvz+HxXuPxVN5bOdVFp3JMlnTMCw847GNEE9VfA54mAgOIpsffJyIXRWSVaDYapO9uhBB+nji+fkpE8gdc/0WinnlURDKiI/1nui9DCD8N/AXgz8i7G032SeBjIvJMat/PA2/yVftmyrcc4AkhvAr828D/D/g08J+HEP4iMQzvi8A/Af7dRL/9NeCrxF3S3wf+WAjBnrjk3wA+LiIfT9f8INHp6/3AWETel+47Iiqkl4l03YUQwi/c575/nahUXiFS1X8khFA/hO44lbcnf05EbgOfA/4u8Z3d8z3fR+47Lt7h8X+faPN+nRjKfCMd/y+AIjkM/iGin88D5V7j8a3OOZV3V0510aksyUkd808fcOwvpH9vEtmaV4H3JVPk/5Xo3/Nl4L8OIXx2+cQQwteJQPbP3e/iidX588C/JgKrV4C/eeKYPaIP2n/69h7vrSWEcIfoMvBP0n1/LZnuf8uIJIeiUzmVU3mPRWIysR8OIbz2TW7KqZzKqZzKt718yzE8p3Iqp3Iqp3Iqp3Iq71ROGZ5TOZVTOZVTOZVT+baXU4bnVE7lVE7lVE7lVL7t5RTwnMqpnMqpnMqpnMq3vZgHftkzYTnqVuTt5UO7/3FdGpJ3ZkYTgYB/q6Mg3Pu+wn0yuQWOfRO6/6bmBTmRZEAkZmu8R/M702B3TGz08RQF3Z8igktXVgiCX5yfjvYh4Fw8AonPLn7R5iABQTBa8HiQeK4KCkKJw+KURyPHnv9eJsy2bR9qorv/5hckCD22+3+Ytfzj9PKM1l1lUn2Rw9FL7B0ecWfnkHHdgAKTQy8XskwwxqM0aK3QmUFoyU3AiGAE8kyTyxYZT6PCRyn0k8ymDXnWZ21ljWn1OrX/KkV5h6yYgRkR1CFezwjKEmgJWLz3CAatitTnASPr+PpZdm49wcH+OvXhmHrvBoe3bjHbH1FPaqazGaPxlBAyBr0VVta3OHvpES5cfIoLjzzJYGWVth1x9cUv8vILX8RZz2D9DJeeeprzzzxFb+siSI4S8N4SgopDUAIuxPfuWgvBY63FeUsIHu8dzrf44LDe4r3DupbW1TTtlNZOae2E1k1wrqata4Ib492I4F0ciwpc8IQgCAoRUEoIQUBiXyil4njz3bwWlNIoZTC6IM96KJWhlOH//Mf/4kMbR7/tdzwV4vxevkX8PQRPCHEuxXkWjqkCD4gCgkOI7xkyrI/PZa0neObnhRDS3PXEx3eIAqVASUCr7qrL7ej0WndvFfsRBaJoW49H471CRGFdhRLolatcvvQ4jz36BIgiL0pEAs5ZxuMx589e5Ld93w+xsbqFFoOzHkRobI1zFgmKgMK6BmtrAp6Pf/yjGDHxPm2Ld1HbRJ3i8N5jncV6R13XtHXDbDpjOptxOBozmU4ZjeO/ddvgXcNKr8fKypDGtngXUMpQFAXWepq2jW1qLVUzwdo4n+L78OQZtHbGJ/7Vz3Pr7g2UiuqxWyZEQSzi7fjcJ15/qLro3/lP/u+haRrqxiZdKDjnESUorREgz3JEhKZpqNuG3GQYpWnbluActq1wrqFpGnwIIOBS3+JBodBGo43GO4t3LUYLWglNVRGcJfiAyTNENNoYyrKHyXJQOl7Lxzb5EIjDMRBExTZ4wRiDyTOUBIL32NZCCBilUUoxa+v4vtuWUFUQHCbPMMYgSsW5HOJ8N8Yg6R7eQ920hBAwRY7WOo0Xh0991LYOZz1FUTAc9PDeobWiKPqAoEUQYmbjeD/BBUdVVbRti2tanIvXaFuLLnKMyUApVoYDyiLHWYdtGqq2wTmHSJw3iKCVQus0z9Pap7WJ99YagvB3/1//6T3H0QMBD4S3DXLeviwBKN4e9Akn07UtSde+t3JFCgmAHDtMuvbI/EbCYiJ27Q1LLRU6MHPvdgCgZP61hOVjlm8tc5AS/ByOLF+CoECUn58rnTJPkwDAiwcEhSHCwgiGglgEFVGbvJ1efnjS9Y1SiqLI0NpSuxEze4tRfYujcY21Dq2EoEBrQEJUgt1aIoHgLVmmyIxgRJOpHoZ1cp6in30Y5CK27qGVITcrKLWKMZdpGkvTbGDdEWL28WqMmBkqr9DZDFFjhDEhNAQmCAolGRI8mVbkuSIvFAxKaIYMVldoJzOCdTStwRhDNbM0dc1sNmEyGXF0tMvKeAudGbyzcaIaDaIJAZrWYa1Hqaj5tcQXHkQRcY5HC2mye8L8f3EsB1EgBhUMGkWQOo47F8ezoMh0iQRogiLknrbRhJCDtBDaCBJEI6IBIphCQFQCQAsAgcSZoETjvCeogBYQUQkUPfwxNB/FJ34R6UB9mkeKONdDQERFgCJxQzSfEyymcbx2t92JfS1pRQ4S0txL9xPwS/NJRNL8lSVdFFK/pGsEMEbjUSgdF7kQSspiyHPPfoinn3qWrc2zeB9QWmFtg7UNs+mYCxcu0uv34+LZxo2RTwAvldxCCagglGXJo49dJjcZwXsIPuqXEPDe49K/3nuCX/xuW4u1lqZpcN5hncN5T2tbnI/gxQvUrsW6gLWWECyNszgXUKJQSiMq9oH3juDjAh1wuAC379xi72A/jSOPiIqqSZJ+erNKfSgiSuHn71/Suwp457C2RYmggkeUwjkbwYk2CQQ7nGtp2gbbNlgbgYHOsjQGBaUERZwTklYO7x02gBgd35nSBBzeE/8NglItoEHHTYj3AW1MXCMkAmefwGpc+D0Sofy847rxZ52DAEZrNETQ6wWtMrQxaBPBcPCe4CLYF61QKIJ4TB4vaXSGaI3SIMahjSHPc+qmpaoalHT9qNCiFnNApb4ArIvrkFIy1xNaR1AmEoFU8HH2aZEI3mwcj7M6AqQQ4jlIHPdBK5wD5+JGTxuN0anPMhOPvY88EPCosLRIR83A8rCMk25x0NI3iwFGpyyWQMDyAOxukMCIwNJNu68C96qC0V036aH4azihjMLSQ5xgXd4E5kSQcLztnRr1YfmY7rYhKtElRXf8cnMVfOI7Od4J3X1ESKsdIkJuAlkprG/mnDk7oChaRDKuvjZl505Fa2OfRlZH4QMEbQk0SFDoAOAXC8E3SxRAwOQBnU1xdooLe9TtLlVT4RG0SQu1EpQKGC0oHdKuGrQK5JmQGUORrZDJNsZfpDSPUurLiD9LVeeIz+IxRYlIBmoF7y9gXR9xM5SfEqQmNBP87ACl98mLESrbR+kRmWkh2NiWEHeoSgMaJMtQZQ/T65OVBa6xGKPJMkNTt9RNhWkKppMR4/E+k/EBZX+Is01UaiajdTVta6lmFbZpEvCNO0tRcXciKo03L6gg80UO1c2VOD6U6A4Jz+eZkshEaKNoXUUwCiNEkEOfIIKzYwQXFZyX+YZC0hyLi0A3ZuOP9x6lNTZ0u62o6HxSCZl6i73TuyBzLaOI7Ml87xHbi4+/h7C8mEFATqiuQAieODA73RA4rsHCsVkTun4gsKxOBTX/bnGtyNDF+xtAIVpxduss2hRolbG1eYlzZx/h0Uev0CsHKGUIPjJLWV4iZWA4WGWlvwoe2qaNY0Un/ePjIqi1iosumuGwz9raahwbSuHcooaQXwI73Y+zjra1WOdorcV5j7MWa1uatsX5yCSKEoISqsYigPUO7wNtAjxamwT8Imjo+svjITiquuGlV16ibZu0qMSeVKLmm5oTW9GHJtb6BBoktTnS5t5bXHpmV8fZ5AM475DgCTqLoLCuads2saGLBdwTCDqAS+tKiBsaQgKEEsesiErAUNNtJpxz1HUDolAhi/0eAkpH9icEwfvEKAbQaQy4xKxBnKsRRICzLRICBg3aoIoShMi2pI2DiErvKC6J3scNpShFVhRxw6MUHQMQbEhARaOVp8jzpAMEHRdenLVoY3DOzUFX1dQRkBhN0zS0bYtWCqMN4CnLEpQiK8p4De8hAfC42Ytz13s37xPnPCqADy5twlTSVw5nwwNXuwdqqY72mkva6c0vKAszTJzccs9hG5b+yzEQ4t/EPoR03WOLtLwJAy2xPku7gxA4cVpqnJ9fQOjYkeMgZQ5+uvYtWnwvbDJvrKiuMfeWsASiFgArPl/omnyM+umAneexK5v84I88yZmzwrnzoOSQIu+xu2P51V95g899dsydO56QFBvKEcTF9jmdFrBvLrsDgNJoyTC6pmnegHBEVb9M1exFhaIhLwUXAsoEtBGMhkxLnNxKYTJDplcp5CJFuERpLlHml1CyDq5H6zOCKJRRiLQobdCZQnmNNkOsMzjf0NZtVOLSgBoh+gjXjBG9j8mPCPkMbWYo06BViWszQtCYrKS1Dt0bkA/6qDwDJRgTf7QR6lnDbDIh742ZTA45ONilP9xAa4M2BSbLGE/HoBps0+Ban3aDemknvgDwc6aBgIhdIrvS4hsCLlhm0wniAq6x7O8d0IaWYmAwvQLbWgo1QCWF6KTFC4SgEUxkjzoQo4iLbkISi3Ep80WqU5bxeLWgmh86y+OXJrQc22h19DnSzamoHFQylYgk+CJx++IDyVTgCSzP98W8n0/DbkGWgCSbssgCKAUCcszG3c11IpAVTZ73OXv+Ms88/X6q2rGyss7GxjlWVzfIdE4IknaxEnfKEs0ZRuVoMXjrkYw5kPEBlE9mPB3PVUqzfWaL3GQQoslSK0Ub/JICWyqkSFzkvPME7yOz4x0uOHzwtLYmEBecuGMWnHexj0XwwUcTDoK3bRq/HucW5nnEgQRm0ym7+7uEua4PC4C5rBPfg33ZdDqNCykAkeFQAM5iqxnORv0QkMTyBNq6RmsTQaJzeO/I82wOmhRgTEZDZB2ct5gEhUVrRCsIsV+0ySCAs5FFI71TUQsAFIhmNu9BJyYG4vvMO12RAACiEmMjKJE4ptPxSsdxoXUvMVRxDnsf8N7FV6QznGtpZzXWWrK8wIQI5oxEMxEEWmux1tE0bQKMGq1VZAsTqEtoL/aBs4gIrbXJlBpNiFpHRlxQaPERRGWdeTQCaSSazooimtR9Yn08yUTmPME7FAYlQp4XaK1wWs+f837yQMBz3CVmsYPpPpdlWHKf0bogRhY7qXCvwS2LY+JLXzanhQX1PJ9Mx++5zAx1x3gWx0rXfmHe6o6qZ95H3SQ8gfOI5y+aIyee6Vj3sLhasmUe2112De5ueuxEFn0s3NkdYYzhe7/7MbR6GW+nZKbi7KbnkUtn+djHtvin/+QaX/tKQ+PaSIknlx+Zm++Os1rfDBERjBhae4fgZlh7i9H0ZVw7QynIMggGXBC0UWgDRgW0CEplBDIyuUAhV1gpn6DMzpHpNfB9fMgJSiPaYIICb6OpRam4oAeNkoxMG7xK9LWHgCVQ4cIU28xwfoTUE5psAnKEMhO0coS2j/dDRJUoXRPyDN0vKYZ9qsNRGqcBoxXOBGzbMJuMGR/1GQwPmYxHrKxuoLOCoj8kHO5E4NXWeOeQIChRaCGyLfMdGCitEC0gAecB76LidIFg4Wj3gN2dPe7eucvh3hjxCmMK+sM+o+ldbJixujakKHLWNlZR2pMzBelhfY0PDrDRtEDcwdngkOT51Y3vqNh1BKdpxyXzeRR9eiKT8fDEc2xtnH86H+Vp86Okg4WL+R3Sdx3BGxJ4I/ktIccB0/wmnUk1wiKWtUSUOLGdawkEtIpsDkFR9oZsbZ3hwoVHuXzxCpcvX6HfX6O1gSzr4UMyDfnYLu9c3KCIiwydEkwyLbZtS57nKBWSr4nCYBJwB0HRLwtWh8MIBJP+tM7G50wAuQM7wNw8EoKP7CHJrOMcTfKbCCGQZdmcGRAim7Sgu2NnBO8JKu6wF/fwKBVo2obXXnuZqp6iVPJdTGAnLBFsiZv7TY2RtyNtU8eNhbWRzWprjNZI8DSzKU1T473DZAbRhoCirrtxH8dWIHZBNJdG84wShTEZKjqBxfkcbcZx0XYOZ1u01gQfoqkwgFaaLMsiKFIqjZ8IWHxUVEBa+xI4atsmMpQhICZDEwFKgLmPlogkQApK5YlJsokokARYNCLQOkvVNtE3B0G5yObmedQJznmaqiZ4j+i4wcnzIrGILrKSyadGEii01h5bz72P61xnUhQWOEAnnyKtk28OQggKyRIjFTxNG/2ZlCi8D4gyGBP7Pp6nybP4nNaeTGC+kAcDHhZKJqTFeZmNODk8l/8+CXAWiknedA21pGjm9Pq8s05cb/l+J5iTpf1DwkP3OmcZJy1AUJy5C4aoc+I6du17AZf5Ay8RP/NjFlP4ZFvmulSOnTBvU/DCwUHL3/3bn2Tv1lX+7J95P3n/Lk11l/5qxvpqzcULa1y++Ah/86ev8qlPtTQtiFPJ5LZkIvwmiwoBxFNV+xjvcfYQZz2KPkY8GIXzAZ12FBqPCpbgFKghRm9iuICRc9imZGZrKtkFGSGqxJiSTPcxuo8KGWJdpJtD9MXRugXvIpgIcRcd8KByggzjjtbNaN2Ytp7iwwwxDUoajPQRNkAMeeGoWkGyHN3rIcbgg8cYlQiOSJdX0xlVb8Z0fMR0MmKwsk6W9+kNVtFZEZVtW2PrhmA9OpdothMVl2EBFyJyDfi4i3eCbYR2Grh+9Sa9vM/rr13j1vVbtE2DiOKJK0/ytRdeZOf2AUVZoFTOS69dZzgsQAlb5wecvXyO1cE6B+1V0GNAJQAYFzy1ZIvvFFr0y+j8RjoEIUnhGyD5JjxMmW9CFsCj+7wzV3UzddmcFcFKknCCzZkz2IuNz3zjlIDQMa0SFu2YawWJ5kalBFDRCfniEzz5xHM8/viTbG1uMxyuo1RO03amC03TtCj03PTV0fIq7dT1Md+ouOM3yZm2WxicS2aVAKurqxit5gtJdGz3881jCJ2+TMxWcny3zuISWxCIi1/dRl+e2BWR4VGikhkwXadjDJIvECHgQ9yhd2yPeM90OuLuzh16/R5VM0lmxwg4F35iJ97pQ5TgmujXVs1wbUvbttg0TpqmwjmL1hqtNKIUyuRYF/tSqcjGBhFE6+Scu2A6lQgqj/54isVY6Rg117ao1GeR9ZYlJ+Lo3K60RtK9O1+XDkTGPXLqq86EBXjr0uZIo7RGBY938SfPCiTT4Dw+otIUdKDnIEmbHJMVKO2Tr0xsjzFZclpuovlcCyYzJLNGArhJJyh9zHcm9pXCGINScZPkvCeECKDiWw9xA9c0EVybDJXF7+fbqTT+RIroV9a2tM4lX6t4v+gD5DFKzf2K7idvYdJa/v1+DM5xJiYdnaKIjrNEx536uiMXsGAOKpY+m/8tC4Wz/DmBOVXa4Ybu3m9q69wOdhwozb+bK7O4qz7+zEts0jEQeA/ptpLL907t79glOdb+40wWIcTF2QmjUeB//rnruHbGn/rTlxkODiCMKLKcLLN8/KNDyj97gbq6xRe+0BBQoBwQkg8K8B4pk/uJALneRtxFbD0A3yML5xCJNlmvFM63IAFlWpp2F+ePEDzOapwLNM0e49Cg1Q5a52nHm5GZHON75KxQcJZ+fh4lRXTO01AYBTbH2hZrwQe9WPQkj+872OjppDXBD8B7nASCb4k7ugytXTStmYxQFOT9QYyS6Oz4xgAW76OdfzIe058cMJnssd6cpewNWFk9w+rqDkcH+2gleOuSc2mIipMIfBDQCC4tUs2k5vprN7j66jXqact0UiEomtZysD9lMjliZdjjpRdfoKlm9AcrbG+fwXk4PByzurLOndt3ufPGlHqiWN0y9DcvYrmJZQI4QogLnA8+moHU8ajCqNqTYlcGrbP0ZgWtDUrd31HwXZE0d5cInI4/jdFAsqxHwvJ0TQtwSDyNpN0mCzZirqhObBHSxmGuL7qfE9NKa42g2dq8xPd81w/x1BMfZNBbpd8fUhQlWZYRAjhbJ6Y4OsNrIqAMBEIyexgVnS61FnTyxRKl4u5e68W7UILWWRozwurKcI7TuueXbjB1Zqyln7jjiuZM1/n14JNZasESxB14BLmR4YmLkQ8h+gwm4BQ6x3q/WJQDHmsbBsMB4+kIa10yDYa0QXjvgE4ntppFcNY24AOqi350Dh9cNBvlZTRFpfmuTWROonnI4JVEdiGxOXNH3QAmyzCi5ht3lZyfY6SgnpuujM4wyYnZ2hbXWowx5EURB5iTBHZSRKZzMVAjy1AqbkC0UvPxrJSK48xolDHUdUUIAiqOHy0Kn4BQx7R0zsvxXL1gRkRjjInMk8RgiyLLUAg60wSi35FO4xGEPM9BIpMVNx0mmbB08jPzhNYSPeAiayNE81fbNLRVTVkWFKGkDT4B/4Wzc2f29S45LqsFwAOSmZW4bj/AvP6N89AdK7KkXBYAZ64plw9eDG1ZTIp42HE2Z8GWdOfF3dgySzRnX+bgI6QJ3l32BB0z12UnWJfQHb4EUubUy7IslF735z1wzdLpx8+fh8qGE2BMFk6jy8/bLcrWw6SG//kX9qjblv/dnz3LxnqN0S2l0Ygc8pEPrvKn/vRF/h//xTWu3fB4FebuUQue55sHepTOyOQJNoY/QMiHhDaGBwN4FD60+HDI0fQNDqavUM8s1ja0rsLaI7zs4r3G6D4iOVkW7cCZKSh7GSU5TvVBP0JPvgNR2zTeUvm7KKMwvR4ZPYItaNtAa+vIagQdl0svoALRmh+VtxDw0qK8xyuZL0YUfYK3FP0eZX/AWO3Ox948hDt4qmrCeHLAaLxHXVcMVjYpy3VW184wPhrjWkdwLimIxWKq0hjwCOIVhzsjbl69xdWX32Dn9l6yoUNQwmg8op7VFMWA/soqFy6c4/Of+wLXbr3C7/6x38+FixfZ293jC5/9FP1Bn6+/8ALTScV0tM55t4YZCsXKATN3hy5yhhBNaVGiwooMhJ6HWyvRaGUwJkvn3GcivJtjKPWLWmKSOuapW+TnIeVEd2QP8wAD6ADOyY3Pybkhx347ntRh+ahOJ4FShjNbl/jRH/4DPHXloxR5HCOZyTHKYJSJDIrzeOvQJjI5okgUvU++CypR9BptFErFqC0kgsqF+ST5+5hI75dlSVHkMUS5C3pQi82l9wtdGz+LQNu7CHQ7f6jFwu+Ja6VEpkNSZJN0PS10PrQ+JM+uxGJ07I9KkTp1U3N35w6TyZjoY7/M8HftevCu/N2U0cHe4rmSSSeEQEjmQaVNZNLS9yaLwF7rMDftWTzamJiexMf1z8eOjTeRCDR8iKah4KOvmDImAqaUZiT+rZLpMcyBase2ee/xjZ2zq2iVNhpxXhpjIEBrHaIj4FFaUTcNbTKXhuW1Mon3DuXV3HdIG43kGU3TRGY3OaFHcKVwrsVljkXEb0jRXjoNq3jvaHJKfpdpbnYmJ+8dmShEZbg2RrvFftc0bYUjoJWgMwOSzFeaOPZ8B9SirxSoecSYUkk/qXjfGCF4/xQ2bwvwnPSdma/NQkRe6c8YjrZQOiQq9dh4XgZE3QK/RPd0h/rl0zpfgu6AY+AmTtYOac6vKvJmHZwGt6Sd4rEIrsB8QqeWzz8/btZKyn15Bylq6ZkT6ud4nMfiGm+O/liOJlv+rlPtzsO4UvziJ0YUffj3/8xFhvldktUW5Q/4ro9d4A/+wS3+yl+7zdSCBCGEls6pdLkv7gfUHpa4oCizx+llT5Flmxg0MR+Kw/op4+oN7uy/xJ3dF9mfvIxzh4TgonMpAbCIgHUzlAYLZAhOFK6BVoSZNUybV1BB0VfPJAq2QiuPp8Sos2S9M2S9HsEXWBuoZ4G4qdEErxJw0WknGyd4dAaEjBhOnmUK5xpsr6RYGyC5QdUa7QRlYpSZt4G2aahnM2bTMZPJARtb5zB5yWC4QVncwVuPay3ONWjdLSYKCTHawQP11PP1r7zG3p099u4e4r2wtrrBH/xD/wa1rblx8waFySF4nnzqSVDww7/z9zCZTHnh+ed57tmneeLRS1x55BxH432KUvO151/G6IyDnZb2bsOHvusZ6nGN002k8BPTpHUWfYoACNHXRCV2R2UoMUS/Hb1wdH6Icsyfbz4nl30Bu3m3tElKrM7ikLDE5Cydd6/19hjjO/8w/RPTDCAKCYqV4RYf++j38eSVD5Blgxjqr3xS/iruxH0EEh1oiYtRNIcJnhTBjjFClnWAh7SwafIs7bhJYEfHCBqjFSv9QQrgCxAiM4OP72xhxkrRWj4yOtZFc5b3PoW5R2DknE9OvQGtY7CASkxCSEAodCBnubtgAbYAgkcrYefuDra1Cbh1kUbd5lFODJuHr5Rm40OyvKAoCvCd0zqIjs+ptI7gRGvyPEdSJKTWMcop+sIEdDIlah3XHU/0HYlrlEQfqRCwWOqqpqqqCABylZzEPWJ0BMWZQSU/lGgqA2xan3wy9aTNfQiRfevAdiAk37oImLTRGJ9RFGViD4kAIDEmkjYzxsR7du9dkViivMAYHRml5CMTYxI03nmcs6Ciz2Ecjx0QiO/PGIP3zM2pLjE+AY8xGd5H5/cQYh+qPMPbIo5bFfsNrWibhsr7dD2PBCEvitQmPe+vbj3tGGlrHda6+77/t83wLPDEEoqdK517aox0mCwxOh14YvEdJ4b5PRBpSD4g8aE6sLPMxnSKbLmxi2t1x3U76Dl8mpvCFsCny3gyv1R39ByUHE85Fq/bTeSuPzrFePxK8+vMmx3mk/745JeYr0xiEiuC4EVRNS2/+Etjnr6yzr/1hy9i7S2q9gjbenq54ff86Fl+8Zf2+eqLTQpDBaOhWxgWYcZykoB6uBL6GNlAhxWMWiETgdDQNIeMJte5uf9pru18kqPpDRxVsvXS5WxL9HfcZWkDJou5elTmEBPfiXUWZ28x4nlq5yiyIWQH0O5hCkVZngfzGJk8ilZr5HmPIi+YTQOz2uFtTJQmkcxBBU3wGYhFqc7vQeONIssKqiKj2FxleHYL1zjaeoKYGBkRbIwatq3FzmrqySG2nSAmR5uCshxSTWe41hJCk8JUTWTlvAXnODyacrBfs766RVs5Hn3scba3t8mznP6wT+5yvv/x76coC1zbEGxLURZkmSEIfPj978PWNb6pWCkycrPCv/mHf4Lnv/Yiv/arn6WuLLt3Rtx4acwTH/kwr+z8OpDCrlWOBIOg4yKmAwQXF3Ji0kGlMqLXKbF//P2VzLs0iOJ/l0nbZRBPxwIt2NFOCR/fnUSTXQjdZgskJL+3JRNwkGWVEpYI2Gj2EVEoNMb0ePbpj/L4I89CiDmXrHdo6XLfePAxQqVjTpyLwCew8JOJ6jSmXchMcmRVJHODoSxyMpMWq8zQBYxkWlNkhuAt4Bd6KizmewRWLi2WDk+Y53qxPn7nfARxznVmVhK7k5xIiZvb7voqmUi63vcdswOId5hcUfZK+oMBm9tbTGcj6mpK01TxWUP0VZs7Qr9nsvBpIm27VGIqlen8WnwiaWTp+AUzpZOTciBGYYUQMBK3CsHHvDau7fIXBdq6oqlmkRGFCKrCIqeaaCHLcrSOIesmy8hzlRbwNqaaIAJR51ISTGOwIToi22ARr7CuRbtoQirycimUPabZUCZGnUnnO0RkRJadfLX3uBS675UAJiaaFAUKmsbjXSDLckSZOOdCoLUtIcRcasCJFAgdQPe0TUtTV3EzkGdkSiPloq0BFdN21A31rEpzLYKrFYEiz4kzXaVErT4CIIl+bm3b0rbfIOA55lDWLeJLZqTu72MqRTp2Y/E3ye68HPUxD2MPJ3ZpCUAtcy0RbMmC4eH48W/9DIujj28qFiBmft9OEXbt64BaWNz7uC/ScQfJ7r9hfsPlD+7VwOXHWFAvKkTmS7ykCRi94Scj+Jm/f4Nnn3ySDzxbYK2m8QHXHrG5ucqP/74zvP5XrzM+ouNZU1tl6WaLz98LMeoceXYOrYZoDIQWayccTl7nzsHnuHb3k4ya13FY2jbGz2gdaX+j1dzmr0xA6+hTEJ01PSoIzkLwgvKOw+oame3RL9cJvWt4exXaiqzNGZaPsFJ8iDK7RMY6Rl+g399Em8BkqrA2okwvloAlpERUods1E+LuutejtUNoG9a2z2DHDU3VUAZHKAKVc3gsrqloqynT8QFHh7usbW6DQNnrMxmNqeuapmrAS4p+kBjVIZrZtOWpJ9/Hua0zHB2NyNNuqqoqmqZhbW2T1ZUVggQa1xCUp54dMpv51DfRDOJay7SaINrhbM0jF7Yx3/9xqpnn53/+lzi4PSO3z7BdfJSWCUE8zoFvPSKeLBcaWxGkAR0T52mTp+SaFlTAJefwb4aczG81989a+vxY8MGxTUg6a0mnBMI8e+7xmdJpuS6SJgKBzc0zPPHE+1hf20aJmedBUsk8pVIEyhxIJEDm3WIGRjNCVNqdL4bWGqVl/pnJNFkeTbkuOW0apcmTGaNbGBZRUosNployI3Wmkm7xjFEtcVfsrKVtbfIJ0fPNaQgk9idl+aZjeJbYI5/MacFhNBS9jKtXX+VrL3yVWTMh4FAncx0lQNq1+T3IX4nKckQb0BqTF4gyiI6mGZNlaKVS9Fti8ETNI+k6R35JP11G6QhaNCjBh6gvbDJXq5SMsSxLlIpmqLIscS7QJXRSKppnYp9EcJHnOYmYwdmW1sYoL5HIRuV5jg/Q2i4pX+zayMxk5Lmenx8wkXFKztc6+b7MI/a6sHeto6+jBHTK6uybBhB6ZS/qFRGcdZgspTSgi/hz8bnbNjHBKn3moj7xQttamiZm99Ypqs+yCJDo9F9wC3bSOT9nmpy1MfQ/KLLgk2/c4nuIZriFbeTN8paZlhdAh+OagePr+DHnZbWYXPeTBSWd4P7SJJ0Di2PbOZW+WrA3nTlrfs6DQMWbdnsd03GCSaLbcZ14VklOwMu7yuVj5BjMWzqxa+ISuAqJ8Vq+N8yZoTlBBCBuEWLuwQlcv+H4mX94k8v/+4vk2RFexSRiIrv87t/1KJ//0hH/yydGVDa9l465OE6lLd354UomlyjMFpmUZKLxdsqsusv++AVuHXyaUXMVG1qsl0SXhhiCm9LNaxXNRdH2LmgVUNItHgpno8+NdgMKfYG6UkzDCFH7oA7R2hHslMPphHH1EnnWY5BfZrX4GD39QfLiDNBjNgPvFU5MHHvBRdUeYphkZLE9Egy9/pDgLMPNlnZUU49nEDzext1gqGoILfV0zGR0yOhwl7LfjzZtk6PynOlsSjtr4gSXECl2H+93ZusCRhnW1ldYXxtirWM6nbK6NkSJItMx47GIx0iBnXlGsynVbIoPgTzP8D5QN3XMvVM1VKMReM/lM1vUNnD50jlM1iP32zx59gnyXg+vDE0Tw3VFLKZsOTi6weHkFlV7iCKW9RBxxLIcKZ+LtA95FJ2Yj/dgeubW6bdiDObzvPv9uA4IS8k6Q2JsfQqEiPuaqPiVUvT7Q9ZWN8h0GU19KjLHHdCIoCexIqlsh1s2CSVd2fmAiU7gV6l5gkOVomKMMRRFhmuju7aSaP5agk4sdNybdZufj6+Fro7AJwKgqqqomzpuLpUQJPmT+C53S0j5YTxdNFjsIUf0Oou/ewk01vGVr36eupngQyyNEuQ9ZpbvIabox74tSoreIPqiqIWDbWZMyiPjCClHVtRFybwbuk1Q/IlYQVICRp3esaJXJv8ygRC6UhVteocFQMqHFeYLfmst3to5+z9nPULMg4PzZHmOyTKyrEC0wjRm7mQegifE0D10pmO05xy8LfJP4X3K4xSOJWGEbr2I0XpiSWxQPj/W6Fhiw7WWNgEsZ2NkmxForI3gXS1y9IgITd1EYIRO2ZQdOE8TAiY3KcjEYCT5Dokiz7IE0FJCVB9LUQRR0Eb2M2a7TjmpOh+3e9V+6t7/A0dHF1vXdcUJU9MCEKWJdoIB6X5fBhLRtk50DE2758WxMDdpLW2xEjRZ3DWEpam9hHTelMTwOOe9+HoJWIXjbT32bCckSFjujgTIjjNXsPA/WhCiLMxe97hvd8HjDNYyu5Yykoaoihsv/MbnJnz1BcuHn8sINAQvVNMpq2cm/Bs/sc0bV2d87esW6RoTOrPWsm/Te5Psq19eITPrGDJwUDczRtPb7By+yP74Kq1v8F1ZhWhPQlRHHcdoFZEYQRGd1FL6f2JmzggGc3rlU2z0vpNbo1sEDuaABR8ILUjWEEJDCBWunTCrbrE6eIP13veS8RSENapKIJj4vrzgUrsiZo2hmNGePqBpGvrrHjdpmR2OsfUs+UZ4VBMI3tLUU5pqwvhwn+HKOlnRx+QleTFI9WIqMpXMFCEgeU5/dUhRrNM2FmcbemWfLDNRATjLZDxBFwXBO6p6gq0r7KzBVhXTo4OU16OPtxYdAqP9IwqT09MrqAJWN4boXLGxavin//gf8plf/xV+4o/8cS5dfoa2hda27OzcJNBibY3Wms2ND5CvaZzsczS7jg1Tgji8b0DZhw6bO5btJJiRBy2i4ulC6LvNhkg39TyEyGL4Zf87WWxqlk1acaonJ1B8ithRNE1DlhXzbMOiYop8rfQ8qgpinbToAOrnc3HR/gTkjcbouFCppFd1uk88J5qMsjKbL4Yx0mex7Vz4Mi6YruU+u9dmLrYv1sTqnMAj29z1dzy/y9viGxtrsCWuh1QLMHiPkoAxwhvXXmfvYAdP3PmfdB6PbTneJpGHPYqg7A/xgMnzCHyUTs6vam7qcVYv+kJFpieEENNIhICY6Ni8KJEgqQRCF5UUF/8uD07HqIUQj2maJjr8zsO2Y5kNFTxa5Ym5iGbizo9LawPakJflYr0htq1LhxHZjiz1cQI0zhKHXJfcssu/s1izjIlliaxNjJSSORCKUGPBDMXw8ehY7Jyjqes5sCGd1zQtorrSD5Fxdk3ME2eMJlOCWyrv4n0g2Ji0UELKyWMWyVgjC2kJNiU5NJpgQ4q8baOPW96mIIpFFOa95C3y8CxTwWn5TbTkfNIkouK44+7SNZap5W5HsOQ7s+wbc2yvJfP/JHIp7jASWF1qw3GatPMOX/57OaJrPtnmByx8drow1/m/J2qudL93z9Jlbw0+Zsxdbnp07FsCPktYZu4zFBZ/z3cQkNKQxzwViIk7ytCgcwgh5kk4HDX8+mf2eP8zPQxVLNCGZzY64JELJT/yoytcfeOA2SSyJIs0+m9muR629LOnyfUGWI2zNbPZIYejaxxNrtG6WUxvLilBmgrzrnHOo7No+1UaRPv4u8h8eIgGTUkmFzmz9dvJ/EXyHpiiwGf7eNlFQo3CxaiK5BcUxNPKLvvVJ3FhynYvoyifIjCgrmM9KzWfHt3Li46IsTZMRl70CYWnXN9gsL7BbHRI1dSY3JA3OW0T6xNNJ2N64xGToyO2z61gspLeYJXWVri2Bt9GJ0DJ2djYZmtrg8nEMgmTlJQrbTZwWNuQGYWzDdPphHp6xNHhLgrB2xqRCkLDeDTFOciLHnU1JmQlRdlD5xmjesL+rV1efu1Vts6c4+LFJ/jKl7/IL33iF6jaijfeeI3xeA9vZ/gQMKpgMNxg68xZHn/iCleefoyVzQ1Mv6aVKS40uNA89HH01rJsYk6zeu6oHGUOkDqWdf5FoAuVjbpo2QFalmZ3SL4DgaI3ZDwes7+/y+b6RZAQ6xcls2TMnBzmQRlRd4U53b/w3Ymfx9xzXRbpbpyp5OtCLHEQHCIGrbuaTd35UdF3vibLIKgLQY+6rktB4NO/qT3JxyidwTxJYBAMQq/MGQ4GKKO5c+cO4/EosUULxiea1gTrLK++9goelzCkzPMMzR2XT0Dk94r5ybIisWk6FYxlbvLTKUGgTbmnVEoHEJPvxbnvkzNvTKmhMAkENM0iJ41KCe67tSImC4wMaMekdWYll7kUIq5T+7LEiFRUdR3HTsp1tJyXx1oLPhbg7GpRRTAuWO/iZs1a6rrB+Q44R5PavMRE8FjnE8hzKR+TR5I1xafNZCwDEebANM8j41NV1bEEg955XIhlSnwqS9KNL4gFoCNA1Av2SmJ0YMLX8xIohEVCQmttLOeRiBClDIFFtujYhhix2GVyvp+8pdPyPFoqzfgO3MBioe7keLhh9yHzY9983IP/Xra7x47rrhXvsWymWb6EUos/FlavcOK4pRPmJqTjQC5pmWOD93hD0z9qyZyVgCESlqyBanH8vEGL7+9dCF4gxWFJR9NISGAoZiX+2ouHTKtHWOvFqCckEFzFsITv+541PvUbLZ/77DjdsgOMav53tM8//F3VavEEmR5g0FRVw6zZZdbcpnWHeFoIyYFRL96xoGPEkHKgQBvQsaBuUqAmRsKojFL//3n772dbsiu/E/tsl5nHXfd8WZQB0DAN1+huYrqn2XRDM2qRDGpGMyMqmhQ5DEpUjEL6xxQxmomRghJJjYbd7GZb2CpUAeVfPXPtcem20Q9rZ55zX70CwCYeMlB49557Tp40O/de67u+6/t9lduHv8m8+gK+heOTlzHlAZv4IZ1W+SFWEjgq6cyIymNUJCbPVf1ttLLcmDpc+CwhWFKvpL6fxABR7q/Z1csjTIopqUqYI0tzY8nq4oyya4mphokCWsmCmhrf1rT1mtB3lNWUEGC96ui2NaHrqFPD6rJjMb1F20aMUkyKkhRgvVyLoWTXjwaHy+WSrmvZXD1muVrS955/86//NW+/9QNe/cxLvPbaq8zmB6xWa+7cusH52QUxJfqu5cXnn+Pd9z7g4QePeOnlz/HBg494/+N3CEh9fbPZEL1HKzlvr3vWj5acnn/Eux98n7feeY7Xv/gKX/nGF9GFBRNI8dl7af2sY1VlFGb4eQx6xnllLPQ+WSj7RCIyItf7aI9OYAx377zIo4crLi4uSK9EqsJhc+l16IhJe4uecCR8htx3ti87hOM6WqUGulBOEuPAAcoaLFI+ieN8vD9fDovNyIdMu5Z12JFKlRKzysFLSw0TTJ6ftFKUVcmd2zcxuZxxeLhgu13T+1xGyQrLBjFqPT19xNn52ZiKqnxNd1PvcEGvz/NPQ9V/3pvWFmu0YFO5NT9GKQUlLWXiEENeNKX8SIyYXGLpyUK5MY6WDvu8sZjF8Qi7UtHA5dI5EtJaElrfB3rf54DHieYSogZdrze0fYe2bgQEtDU5mNmVokKe03VG38JYqhJEpfcBjclNMEKIFoQn4fsgj0a2A5FgW6O0xQznFCRwGY1m9wjO+6gWgE9hbB+X8zb5mktruiKXv9kr6SYykiYJed/lawJUZSV8uOH6IeXdsixzUOr2ysWD0KHLzulP336q0vI+h+epQfiIeAy/frKs9GQA84ky1z5pZW/sj0HEgP6o/UciIyLXgqBhMtthGXLcu/qrYh+mfTq8u3+skuTkLo2ndIJdQ23G7xuOT16Lw/cOn0v7XR+7ICztTwp5Qhjq4ylDl5KFCrT94OPEcjXhYJrGOCqGnqK0HB5u+Ct/+Zg331iz3ebgVO+cuOXcn8hyn9FW2VtYVYlgFp6mW+Fjn9ErgxhZSutnIiuBKoNSEes0zmlsIToL2orInzMLSnuXefk6B5MvU5oXCP0MZzRHizmmnOPrY5IqQNfiNE2SLCHr7MhaqDCmYdX8KZW5wdwdYf1NYtAQs0jWkA0rhVJCTjRKDBi8S4RpweLmLa4eP2S7XhN8gqBp2k6Ql+hp6hVdvaZvGyblDGNFnj35xHbd8uj8ih+/9SHbVeAzn/0MThlm0ylt1+B7MSattxv6riPGQFtvsUZzdn5G03r+9f/8+/zpn36PX/7yF/i//w//PWWheeWVl9hua24e3RI/m+hpNkt08Lz8/Esczyf84Pt/yulqSbIKH3pC6IQfpQ1FOSPqnvmR4/jWAbfv3uDzv/Q5Tm4cU1QlUcliqyikTfdZbmr3zALXEgf5uxoU+ccF4vqWxo/tAv3hfXtzEVlgjzQ+kGp8FmXTusSZObPZLb7167/CweIGpIQthANilCwcQ1gjGJEEsSYjMSIaJ3s0WRjOKukWUymN4dCgzTKoI49HO56fREXDeV074/GCaBTyPKUYctuw/Jci2ezRD5dx3LQSOczjw0OmVUXd1GJrkBfbIYuX9umAssIp++ijD0VbRu+h70+sC/vf82SJ61lu1lhBi5O0TPfeY3pJuoJK9H1HJI7zfwqBqDTGOYpix+8JMY5ozJPofwiBmHVwhvdUVSUk4BgpCglixGcq5q5Q8c5qm4aukWcdFFPnSFqJXs5QQjNi/5BSGhWxh7LUEJQEn/KzKaiOcGRMBgMkeOl9R/KBpLQEdjqLiGZjT1KmDMRA13V02dSTHGCM/KMs0piCrHnG7kjRogYtJdsQE6HrSUlRlBO0Hsp9UfSJkhDjY0ad5LpqrC2kK9DvZBSUks6vwdNshyK5v7hb+r7a8FO7HK6lI5BzkWvv32/rfhoaJMGEGh/s8W/qSVQoT3ZpT4NnbwLcP6Yhoxn29WTJaB8aGr93nDc/pS0+X49xH09wcNT1JziXsQathPw9ownZLrMcuQXDd14L3AYNA8PeIYwQd1vD1TLxwnNACKQAGociUZY1X/nKAS++WPLGm20+5ZRVwYdrtjchPcPNqSOMmgAJaypcMcfoI6riBequIekN1niUVhhdYu2cws1wrqRwUwo3pygrjLVYU6DNlEl5wqS4hdHHqLhApQpnCilXmYCrStr4OoSP8Lon6e1uAQj5IuohAI7AhsvNH1MdvowrDkmxAq9REWLqSbk1XSnDUDs32lKVE3rdMz864ejmLTYXF/Rdjy0irnT0nUepQNduaZsNdb2inB9QlgWEEqLm/vuP+d4P3yf0ij/4gz9ktV1ChNIWnNw8ZjadEIKnrrd0bYPNOhVvvP0WH370Lt974y1OLzf8tb/9d/if/qf/nlXbcLbcsvUtbdNw6+YSZy2byxXH5YTP3LxL1RnKoxnnsyVqm2jalhA6UAlXWLQxTBaW1770Oq994UVObi1ExNE6CmcAEU4kq6EOTQXPbkvX/x3nm0+ir+oa93D4VBqDAukmGh76nfJsEmnrsTShclYyzBwC+GqKYsHLL3+B1179Mp954bMoZeh9z3q95GBxiMn8kP0wSSshAVtj8clLZjoGPJn7YwQdcnnBiGTxv9zBFyHD9jkWGzpbuJ5EjmecnoCOU56L0q48EVMSvkqKItw2zJVRuHSTsuLG8Qmd3+L7luA9dV0LgpSREVSUrkqdaNoNp+ePiSnsJY27oPRT0uZ8vM9+LrLWyIKpd+fvo/iYxehzh17KSNxA0xjKM9m1G0DpkaPjvc9BX2RQPU5KkOGYRHPHovL7IinJsiuChNn/UAuXJvp+1KlxhaWsSln8R0Vkl0tNUrIiMWrSDIheCEIKFk0nR1m40TJC+I9AimPSPYzzURUZciVAji94sR8Zyl8AJiM7cQ9dMaOWkcZlN/WUIm3TEKMYprZtj3OOqqpyqVCCKKXNiFoVhfCjyN9RliVdp7JQZsL38v6UPDAElQNlg0+szdfu/08aHMOg2G0DvyI/SJ8IyT9Z4roW/WZEQbELOGTaSdc+89Sf8zt3ocITD89esLQfsFw/hr2E7inP4n6pjCeOafz7fhDG3vkMx5jTryGc2r9M14Ke/W3/VJJkXeMXqpSJxzvtCJIhIXofm83gyYPUz2NAh0BhNUdHNV/8woK3ftTiA7LQk7KekeYT1/AZbYURMbaoAtbNOJi/RB88Pk7R+jaJFdYmCjdlUh1TFoe4YkbhJmhdYfUM60qJ6nUh1hG6IiUl55Q0WhVYWxJjS6THKMes+BI69ax8oudNFD0qW0vEGIgekklYLQGqTw9Ydd/hqHoN5e+gU/aISpoUVe7dGQohUrIoMkpFmagOblLOP8Zt1xATk0mFilsUkRRamvqS7eaCoxv3sG5KdIEYFF3T0DYNde1J4ZIfftfz+PEZl+fnHB0ueP311/jgow85Pz/jzu1bvPTyi4Tg+be/92/54Q/fRJcVz7/0Gf7wD3+Pt95+gxhaXOFQ2mFLw+lySZUUN8spX/vM53n9zvPEGHnjw/d4cPExvQ5oHZkVDqPAziz3Xr3Lq196iYNbC7RV+NThdAka+tBh1KDREkhR82TQ8XPf0hPP+t7auCtbD3/ejevd2wYIZE9uYn8f5K6Z8fkfgoNAil5KrUozmx7ylS/9Ol/58q9w68Y9nJ2QoqjE9p3narlkMV8wyRM6ozmnHJLSoI2cwJi3ZbsF+RuQkTNjdP5dCPqDOOGQdA48hsHN/MlN5txItmmS+S+jNnpvAhw+6X3IfJDdnHl8fMh0WpA2LUYbgm+o6w1d1xBjR4xeymuA0bBer6ib9c5tPkmwNwSS1+7SE/PsL2IuEid00NphrEIl8aHSed4dhARVClgtN0T4cymr/2ZLkBQJfT8qLTtrRx0oLfV5dNa6SWh8ipmcqSQAyqiLIM2C8JHAGMt0OqUsS4qiYDKd5sAi+9nFJF2d5PuVL+pQ7twRiBlJ89rYHGDnklIUYUlrrFg0DMiiFpTUhz6L9wmXJsYk6EyMVFb4Y4ohKErZYsfg+xxMKWnT1wratqHpelJGxvpeAq0+B5SDMO5AnjZa1K1tFkUcgrBhdEQXRTsqiG1JSlGU952TclZwFO7TA+efQYdn2EacgvHbnwhwPjlgd6jNrtA0BAl7+x/asT8FXdnV2oeJ6pOdGYKoDMe5f2x7ROccsDztsdoRoJ/cPoWnpPK+0u47ZfDtla54Am2C0VMr5b/uSNt7R6X3rnTKUolKuiFIZvyOqCRjsUoRtcZrIVT2rcIpsKbla197kf/xX57Sb3enp/LxfWoA9nPebJZDV4A1JfPpCxg7Z3HwItvugph6ClNSFBOsKVFYlBaTul0WK+NPBL92gaVGPFVEwCwbCiRFihannhNdBx1Z9Z6g3sWoTsS3BpHI8WYo0J5t9y6z8iO0OcHEkohBRSv6NCjp2Eq762eMpXQGVWqmBydU80PK5QU6aYgBnTOSlAK+b9iur+iaLfPiCGMrYuzRBKxO1NsNhVK8+9YP0c5hTeTD99/hg/d/TNO2rDZrfvzjt/j//i8dbduwXC4x1nDr8Ih3fvQjHp8+xqqEqaSDazadcblcS4mwD3zm1l1eunGDdrviO2+/ycftkr7SOA3EhrmdUMxKvvStL3Pyyg0oA4GalIwgh4nciSOQsSyoOz7fs932xukeGjv+NY+RtLewXpOZQO38+MYP7X7f812/VupNCUJMaO1YLI755q/8J3zjK99iOlngbCljDRh0j2IMtE2NSomyzO28aceBGExGU3YoB0FxBpG74biHY5AkTf41gxBeiuM+hCex43Ts7sN+0BdGkbZhDhyOJ8WUA6DM7dNGZtkQmE4m3Ll9k+h7fC+cEO89bdPQ+y4jIr1oa+Xi3cPHD0DLoqyy/9YOyxpujOJad++4PXshnphJ30OnryYRmoa2b4k+Zb0a6caS0hMZsShxRUnhnByxT/i+g5QoqjJ3fOmssCzXWQw4C2IQRGk6n8m9TIgScgoZJVKZXym8F3GoN2P7eggBogQwA28GFN6HzH3Jxr97ljBKkUnk5ONRxDCUvKSVuywLFNK6nkCmzjgEVnGsqihjcEZjnWIyqcbS3jC+tLHyPUHQnqGDL6SEz5pRyRgS4JKUv9qmkfVTiZ+Wc07mdZUwKuWxnsdHNue1zuJ9IPpOnO5DL87zweNCIBYJExPO/YVJy/sPz7jGyCufgsTI7/uTzfB/w572B/kTwcRedjV+fw4sRlBIwU7JeA+sUXD9KMgXdLevYaH/tO1pZazr57l3pE8GKXvn9KmZitpHhfTT46vxPg8hEUCQ9ENJ5C4TXsRZxfFRhdFSjDcmC5olYbITA7fvGA4OoG2kV2sH018vIz7LbZDSV2iMLqkKgzEVZXnEPN2VSSjtFtEhQI3D73LT8/3LJMlc7hO+hQwOg/BzxMyxQFHhzG0K/1Wm1tLEfw/qA7RZolLL0E47KFJrrYjpkj7ep1JfAO3QyUprrTJ5vJnMgZWMz2iR309BMZ8fMF8csS2mpM6TCmk1Fz22ROg8bb1ltbzg4PAO1hp8J4J0N06OOD29oGlagu+p6xWrjXB+ur7HFSVJJ+q+RWvF7bt3WK5XhOip6w1l4Yi+Zz6dYp1knKTItLAYnXj53nPMKsd7H73LO/c/5GG94ubzt3FOcXxQUaYJblry+je/xPT5Q9qiJyWP01aEEffKEena86ufUk75+W/7ulU7La7x//aSjN0nAAa+zsDP+cRxjkDHmIbt/pASSlmsMcwmB/zar/4W3/r1/5SqmBN8Vp9VOivhDgGK+EcF7+l9sStHZW7FvuHicO2Ej2BGYrMxkv3nYpt0Y2XIfuhUTTnzJomOjuxjR6IdunCGRFMpwzje06C0HHPQtDOpNFqTvKcoSm7dvIlGsd2sWS5XXK3WbJuazve5rCITsMoluabdcnb2ePzbcCV3l3yXuOwQniduxDPeUiZ7KxIG4datri7YLK/o2l4W0q4e9WtSElXhoqqoqgmT2UxkJSYTiqqS7qfcVZcy3yD0ojxsLVit8RlZNNrgrEGlJAhGZEQ4hvZtpfZIvkplN3vh+ajckudzsCECiGpsJd9vk/c+30tkXdVaBAO99zRNK1ylmCiclUA2erEA0WJhIn6FGt97Cl2MEKFYUhh8Li/FELNmmULhsdqikY4/mR+BwuKyUWnwjAKWxoqVjlaawoo9R+g8Pkb6Jo36QsZkh/qh1Jo81mU4NMkzYqxo96iUSOEv6qWl9gfo/sufFuzsJpnhb08u/+ND8AQCs/9QDPNYSsPPQ4vp7luGEhl7nKIh81ZPZHJD19aYZVzLED8ZqAw1/Cc7y/aJydcuESoDC/vfu1dW+ykP89P+Pi7kKiBlrVyzzNdCozg6SNy6qXKgI4MrGEYmPqFjcbjl9i3L6SOPVoLA5qhpL8t6tpvKyItGk1TCmAKlHSYVhDQhpg6pk+/dGw27gFfl2yZdVSn1oOSh8dm9WVRuDUb3oKTkJxNyRaFfhjRBxUNCepugfkzQ75LSxTjwRONEkdSWtr/P1AWUsbmlM5s/pggIdB1SyJor4i0VbMK6kmp6ALqUSUsrQq7N977H95622dJsrmibNZPFMb7vUMDhdIqJgdOLU07PHos9QeEkk1ICsStj8X1D6DyHKJwr6fuatmkwJnB8fERdr6jrNcWkoN023Llxkxfu3OHO0RH11SXnV5dsp4aymvPKq68yKSyhXdHWl7zw6md48bXPcM6SFBuMMugoNhIx5W4JpUcVYaV2XUhKPdvsPLJrHx628cndD2Lyn0ctjr34ZXjEn4x5ru8nXXseNRbnSn79V3+TX/3Gb3B4cBvf9qCzbARDUC7dU23XSDJhLNooQcf09ZLfzv05ZT2fIdixOx6EMqP8wuBGr7PT9tBpGVPCh56B97C/jRyklHIZQ56vBHsmq5GkEn302XpC2uqVUtw8OWExn9O2DXVds60bVqslq82apm2lBDcsukrhQ8fHD++z2a4k0IopKwmnIV+9fi+G16+tMb+AuUiLJYYjsbw85ezBR1yePWa5vKKtW0LfE2PPQFofglOdg1BXllSzOfODQw6Ojjm6cZODo2Oq2RyrC9ogivhWS8s6eT/eiyEyyWGNpel7uq4XE1KdO6S0FgNYIj4IH3YMLCKZSp9G0q4rLIP1yBA0D+NM3NRtlkOR84gh7ZXBZBxpLSTu0AW0MaPXW1HKcRqtsTabLGdkd2gp7zqxcRjKTjaLxer8txiDiKEoBCEyBTgIwRB6QQhD39F3LVsvqFrbtPjeS5t88KN2j8lii1VVUc4mlGWBD9n3zMrcb/OzY39CA8VP6dLaa+1ktzCPi/x+MDRk4uPI2oEVT4My9kmBkZjfvMM/noz+r+9nFzap/Sdp0CvJ+3qSxMe1494dx+591/+9tu8hMLv+0m4fegfMXJuSr5262r3/+htHzZ9r55xLBoKOKEhSnlEqYYh89rUpJydrkuohShcTPuIKjTERRU81qXnhhQVv/OASv/cAiy7H00Gmn/emlZZsVYcxQ9UZ2lVJEZOgEUnFjNxk6f7kibElxJoQO0LqSfREWkF50tBOabG2QrnDrEcTSakRcqeayAOZLE5PaPxtfHoezwKvvg/6nBT9qKKtdEeMa1T208FqUrCj9XZKWXFJDZpNsvA7V2BdxXR+TFHOifUSbEeK0LdCigxeHvBmu6Rt1iyObki21PXoqLh765jLi8cZjlbcunWLum4JUbJ4Ysjt+JoXn3uZwlR8/OADttua4KV75nBxxMFsxs2bNzg6OGI2mXI0W1BVDvPicxyvrri7XPP40UNmkymlMWzaGjs54Oa9l1GmwqmO0PVYDAkLyo5qs8NEOQ7t8UF9tovVT+IIDc/TPiq7I5xef59oWyVSlHNJSYFWWR5G5rP9pdfagi994St89Ze/ycnRHUxy+BTGrjSlFDoJN0S63AIKMfUcyKw2d8hcOw61Q5+0VlnbZTfvDS3MAwI0tN/uz02DHstAJL1OB9glnyOnKasnD8HOmEBG6VaaTifMpnNijCzmC2IMNF1L07XUTcO22UrXoO9Ezl8N9yWwWl/y4UfvEpMQeYfutGvfz1DGkzlYrA8GKYpfDMLjjIEQ2Fye8f6P3uT80X3q9TJ3UMkxjx2cSGKJ0qQQ8LHF9zXr5SUXp49wZcn84JCTW3e4fec5Do9vYFyBsYUIWQRPzKibBDxCsg1WZo6QInYUWRL5DPJ7m6YR9MiaMeAdgpoqe08NAc4w/kMI1wPf3F08PBvDe8qyHP8bHNZdIUiPKPar0SvM5HFpjWMQYAxxWD80SgWMNRS5S0wbJ+XTGAmdtJcbpQhNTaQmhMBms2K7XtPUW9p6S9fU0jEWxRU9+MD+Wq+1xriCsqqYTGfM5jOKaoIrKmw5oZrMqKYlRVGJgOtfVHhwf7s23+QIHUGy8t8GEDONwJBEl0N2voMxh0BqRGrSDu0h/+UnI+RP/nE/gNm99uQkMf7/DhwaPzQMjOH8noa6DHXfEawdJown1aL39r3fBba/z7FLbSjXqbQLbJAwEKWIBJROaAJeqjCUVeLLX5jwt//OEYvDFc06EKKgPEohpprIAmlUx6QaAsnhIuTs7heTVMlDmcfDIDw2OGzLNTWAJdEBPaQtva9puiu6/gof1uJvpTwo6XpSWiZsIdxZQihBPUdpD0lafGyMKTA2oXQkxpIQb2H0jKavUKFAqwlBfZdkHpFin/V68r1SGRlUQvBOyWFSIqrsBpAjXJUGCwGDsQXT2THT+QnN5QMSuetFa1AhPzaBvt2yXZ0Tb94DYLW8pG17mu0KUuDo6JDeex5+9DHeS0fGyckNpvMZs2pGWZT8td/+68wXcx6fPeT8/JztdsuHH7zPZ19/jWpScnb6GGucdDaEjm294eBwTug76ssl87Li5vGxtLu3JQeTY+7dfZWWHqcavCopTUHTBwLiraNVRh+0gcw5IMPxPyEe+fmNoU/5kv1g52mfG94jv+dAQ6Xrz3FevEMSE9mURKr+3r3n+fpXf4WTo5tEn/Dak8bxke0f9jiIxpixbXtfn2Vo0Q0hZAE2NQY8gw+WzqimyiTm4XhVFkUU0UGd/87YtbI7t4xQKcZkYOybzSXYlAQljWTPMFIm0RqqsmI6mYgOUwj0baLzHdumoWnrXIqQuUVMZDNnjsCP33mLq+XleJ4oNTbCqeFExhvGXlKb2DfmfNZbYSx93/Hgow94eP8D+nojLfVKSixD4q6HUuWY9ObzUYoiSfAW2i2rs5bt8orTj+9zcHyDg6MTbt66TTmbo22BStCHRNd3DK7zMcm8VTgzBijD+XvvqeuGtm1Ec6Yo0KWgK4MQn0bRhY7oBf1HiU/VYOdgjCF40dDajTkzCgIOwoFDwKyCwjqNtZkPNJQklRrRQesYeUbDWikdhApntYhsmgKFIvhORM57D8nTBc/q8pLtZkXX1iyXS/m5bkhRPMJiHluQn88RaVWjN5d1Ja4oKMuK6XzBZLagmi2YLg6ZHxwyWxwwWcz/I9rSeSLQyfd+jBO0yvYKewHLkyDMuJO8yO7d3N2f1Q6kuYaPPLG/TyzQe4ygtJeZqb297CU8Y1c4OfO5pndObnfP8pskdiI/e8cJjKviAPdcr8l94tx2k/F+bfG6WNjw0o7gLFDocMzixxJIKuJM4m/8jXv89b+hqNyVGKZdBtqtQIjWRVQU5c8kcc8AmuRjzlo+SqauX8SmtCImDZjd9UySHUsA7CE1tN0py8196vYUH5ZE1iTVkHSHMh5UQJuASgGybH0ioimZui9C8SoqGXEOxmGwGDPB6oXUefUhVhm2vabzCmdKevXnePVhvi56vEZiIWGJ2uf7q9HjeN9lqkJO1JiioJxOObl5l9Wjd+n7rYx4DcrIGImhp223bDdLmu0Ka6dsNmsePnhIl2Hcpm7ZrNccH55w89YdDg4OODg4IgEPHz6k61r+x//H/8B8PufuC/f42le/wvPPPyeTmw/U2w2JyHa74c03fsC0tFxdnrO8PCP6nrPVBcRICD23b98EEscHNzg+uEE78WxXa5IydCmB0ZhCoZPKWWbW38j5L0hg8IkW6J/3+NkvZeUkQSl17dkc5oGnfWZ/ThiE41Iu6yolHBSVEnpPXf3w8IgbJ7e5efMuhauypggUriCJK5C8pqFtfW7pNUPksjtWGAMB0R3xOFddy7yHv+/zMAakanh9zOpBxOeyc/b1csYu+JIvFp0TcfH2o87JwI8YTE0HLkeMgc1mg3OiJG6UBSVkXx+k3DM8G0aLl1SIPav1JUmJsnIaAPsh0X3qFLOf4F6/Vs9ySyHQdy19347aLQOiIZBVkm4QJc+sZmdsGRPiU4USjR2G+d3Tra84a2pWF2ecP3ogi/DhkaA+tiAphZtMKZ3LZSQpAxXW0XXdKHYYek9bt4DCOEsIaTR0tTabhmY+2IAYaaMzsV7npUtKpjENpOZMfE5QFGJd0XXdqJJsrbi3a2OwrpTOO2uxTmfOjNwulbtZtdFon3BGo6PGEElZ9yd4T71aslleslld0tcbmnrDannJZr2ib7a5ZOVRxBEJJKUxyR8GkcTDihSgTwnfbKkRTSJXlFSTKdPFAdPFAbODI+ZHx5zcvM384PBT7/9P7dK6juyoER0Zfs3h2FPH9E7B4pOZVmIPAdr7cBxKUmPatb/HJx4I9clX05Ov7wdMavfHgfmjydnQiKzsgpSBgfTkYzhqoI3fosbIcFcfvf6ZIdNST37up2wpaZKKuaMxonTCapiYwMQlnPOj4NnVaU3dg7GJ1CVUMhhVCU9EqV0mqod7liH+Z7zJwpSJkzojZAO5TCuIPXX9mKv1B1xtP8CHc5RtiKzw6YI+XRDUJclvBd1RAXQgpi53nwRUKjhwl3jb4cwhIa1R3ot2jDmkdLcp3QFWH2KLAuOep+kLurhzKY58BAiKpFVEKYuKTnyNTEANekhDZp7DRZXbV6vJlNj0HJ3c4vLoBuv1OdJpptBG4/uOrosUE/HY2qwuWRxXGGc5PXtEjFCVMw6PbnE4P+To6EiumVKUVcXF5SV1s6WutyilaNotHz34kO999zv85b/8W3zj69+gKktu376DUtD7jtJZ3n3rbW7fucebb/yAhw8+4ujWDb76ja/x8MMP+fDDj1jMFhSTKdZM8KnF6hJrS2nTVaDUoOabF+Kkd+M7/QJa0tklK3lAyWvwyTlADajcUxbPtPsncX0fsugN848Itt258xwvPP8y3ufSJWCNwhZFbkNOpCTKsCZ3oaD0NZfsJzmOWmehP+8pimJ8z35ws78Qf4JLmNEH0TARTah97sbuMgxibIkQ+uzs3eNzB9LQviydPoNTtqAGGsViscBYg298Fq2UTi9yqXdAoKrCslq3+NABO15Oujb57t+AT8ym8pefgNL9PLemranbmsXhAReTCclLi3aMPb0XXyiSNCMUxjGpJNDt+z6b9eaFRA/LSYb7hKqLiT3d5oqrizOKasLxyW2Ob9zi5NYtSqOonMVY6UhKKuF9R9d1mRejCSFJF6livE8xI3CC8ElZShSI5fpppdFmaD8fvLIgkdW9c0KicoBurWGwUjHG4Fwxig0KT0zKcNoARj7r+8FtPWGM6AFpEtEI6BH6jma54uzxIx7c/4jL81P6tib6NgfdPcH36JRwOmGdrAkDUJHSIKdLHg87JCkmaUiB7LsVPF3d0bcb6s0lq8sps4MjtusbxK4b3/u07acEPE/8cC1hkoN92oO207JIY9AzLO9qqK3r61jOLjMZTvh6x9aw3+uZwV7QML5X9rWbANn7zG6Han/SvB6JPOWcBB7afx6fTtZ+glT5JDI0HEpMo+DiXl1tfJ/KHx7sFRKA7iXYKeALX57zN//Wi6j4hujJaI8pDMcnjrLTdLEdI31iydVyTXiirqkUxF9AS/pwbmnkyAznHFE60LcrlssPuFr/iLp9TFDnBHVO35/RhjO6eIpPV0CLyrwjlbsshjbbFBMpbonmB7RoSnObYE7x9gGqqHHFMbPy8yziZ5kWd7D6GKPnzKrnsL6kbhXQE3QkpAcIryChk0GrgmACKkaIOvOnhy6YrLKhNFFBWRTEakqYHzCdH5KSxvsgbaAgHIqY6NuW7XrJenXJ/Pg21aTi5s2b9L3nuRdfI6WCdtPQtx2d95STiscfPubho0eEFDk8PJRJyPe5NTPyZ3/6p3zhlz7LYjHFWE1Vlig9YTqfcHLzDg8+/ICbt57juRde5vj4iJs3bnA0PeTHb/2QqBLV4SGT+YKinLHVa/yqxw8O2GkQhczBjVKjd1zKC8AgI//MR9LwjDzxjD65YH6ylLWbAySpSbJiRDWWqHZzhaaqpoDl+edfYlLOcNZR5nZXZy3OGoyWRcWHbjdFPiWAkdd3KM9wrM45xPHZj+97ch/7+xl+llKDWCBoDdbtJPxhRyodoP2UF5yUhDfX+y67pGdLCKXpwqAKHpnNZ4QQqJstl8sr6qYGBP0JMQixmUhpS4yNbOu1IEfDNfX5Gf9E0vf0FO8XEegMm7KWsqo4ODzm5p27cCJO7o8ffkxcexnviEZNURRUZZl9q9JobZBFmXZyAjkwQYExoLIwZOhqLh8/4OrinOXVBTfv3uXm7btMp3PQhqCg60V52GgphZLVmfcTZ7lXHqUY+Vqj6WiCQXRPG7s3DjXOOglsGMacz1wl8a6y1lJVBUoZ0dkZuqKc7EcIzhJwBR/pO+GoOeconJXSLInL81POHz/i/NFHnJ8+pNls6bsGpcDZIcCSwFrGmATGUYiduXdm95ymlNDsUR/iaEQhCcPglZkiofPUfUNXb2nrmuTjX5y0LLAC14KJHfqSxoPcB1H2+Tny7zCbDJPj3u7zp+ITZlJD14Pez26G4OrJh0ORy2pDUPTEe3JGKvn4TvtCPjqQGIevEI7GuN/8vePJPfnFTxzLvq3GMGD3DmP3dq1y51LI4aBAkCjQKgnpKgGZmDsck05w+9Dy3/7jVziYfUS7XaNcQKxD5BqWlcVvE12ChOGqNnz8qEMlnVGLlJcxQXzUL2CuSQhKobKBodEi5rduLzi/fJOL5Y/owzlRX9DFD2jDB9T+ET5uReU4mxAOTQ9qvDxKRLhy23fqz+jDexR2TSzOYPoRIWyxfcW2eY9m+gZz/xpz9wUm7jmsucHU3cDpX2LVdHQoEgVazVDJ7unOaEKWBBh1RaLwfQaOmk6SsTjr0Nah3QS0HSXmGafSSPQtod2y3VzQdS2Lg2Nu3QQpVKUAAQAASURBVL7L5fk5KXia1lM3HU3TUFbiG3N2cU7b93zj67/CdrPm4vwx0UBhFdPphFdeeQkVOh4/ui/dYlXFvXt3UETmRxNuh3t845u/xmRScXR0k3ff+zFRtRzdFGK0VpZ1vUUbw3K1xsdEyloYVhcMZYyhMyemLBgmI/NnASv/ozYtD8e1UcXecy9zz55cRBoaGHYQUFKDh4/KiuNpRHeGmSxFKRNY7fjMi6+isJycnFCUZTZt9YC08DbBZ38pn8sOgviZPbfpgeswJHAqozN96Nm2Ww4WC6y24yJgBll/ZNxpFFYbEaZTWcQvbzYbJRot03gcEQiZi4Rbnp2Lhiw79YjMhRc37hwARu8FEXAilXC5vKDrW7bbLXXdiMp350lKEWPAFQXTssSHhvVmRUg+T+i7dWG/XJ4YFubE4No5dmLmleDZFkWHa+bQ1QyjLbef1xgFvm9Zdz3JlSSCaMDEnma9xodA8IJuTKqK6bQikYMBcjlXic3MsKJYpSkmFTKNK5qu5vHH7/H44UcscqB197kXqeYLgg84W+KMIQWPUYl5VdF6TyJr5ORlS2vBLkKK2dnc5KBXusIUQvodqyixzPG78HjqesPy6grnDNPplGoyHYMhuQ+5uy6CypOtJMqiMZSM2KA4q8E3nD0+4/LxI+6//x5XF+ek0FA4y8G8wvciquicRStF33X0Wf8nZruKpIdmg+uJifC7dC7JJVLU2ZhU3md1nm9yeEJMpNDQrM65SIFJ9R/B4bmOnOSXFNcmk+vDenjPrhNpT9Jrt4Px3TvU5sma+9CKCk95GPZq8mmY4PYPEMYJcUee20lg7Y43jmeglNqDznct9QO0dv2aqOu7eWKvOVra/2UPsdqJ5KUBkRp0HJRAmwoNccisEzol5hPDP/8nn+PXvhYJ3UNC6EadF507zbUKOAveKSbTkvd/sGK7hrLQUsv3CjD5e5II5D3rTWUysDKQAuCpmwsenb3B4/O36NMpwTyk699j27+DTxdI2/nQcTdc2NyYmYToKOKiGu8jKha4dELXakiBmFp0EUkKgm6JPKBfn7Gq32Xqvsvx9HPMiq9R2tco7IJF9WW2raVQc4w6IMWFZNLkCYehJTgfkMqLyvDQKTWaLSYNfVJgHco4VMieU0FIp6SE71qa7YrV8oKbd445Ojom9qJ0632g73uMc/QhsF2tWC2X3Lhxi/XVkldfe4UvfOGzHBxOcBZu3jzhcLEgJthsa67WG4xRNHWNNtIWf3B4wFe/+nViiLQ+MF8cY4xiUky4OD+nLCuij8yKBSeHt2gvWpKRdIQkk6siIwzDs5GJzEo/Xen357sNz+mA3OTFfYBoM/KkcuKQhkd7HIMwZMzkjwxYsCA+OxKtUoqqmjCbzbl75w7OGsrSSckreNar1egUXZblmBkPOirX0aW0t6DsEjhBdnrWmzXz+ULGUj6XUYQwBy3yX8oBw6BDlXIZYzd3STUm7p2vfGcMER+8SCN4n/2gvKDDSXyS2q6jKCs637PZbtBaZcXdnqbesl6tCDFKC3PwTKqC0hm8j+KcnsXt0t58N8xro5XNkMmrYXYd3hXZL2c8yy0mQbaLyZyFkUW5bxtu3nuRvm2AxKRyXDx+xGbd0DWdkJe1wVhLUZTiJ5aiILw6yyXkdu5hzYnKCNclKwf3PrDebDl98CEXZ4+4ujjlpdc/z+LwBjF6mjbkDqnxouQqQECTsM5RFiXaKggQfJT5MHq0VVm1WYKXrusyX6zNZF8nulBdn1FCI55T2oz2GAN3LOQELaqUlaelKzSGgElQGkezvOS9t9/ko/ffoWtr6u2WsrDMD2ZimYOgUqIenTu9x6ctl+mSZjBBBcZnj5yMSzBsMWrg3EHT9LS9INpyjRWknUciMdA2G5aXZ596/39ySWu48oyYzogIDJ0MuwdL/h1RHCXRrQDEu4llt6f9cGeHAu22XbfXtcl0v2R07WD3RsoYkOy/dj3ouh7A7O9pb/9pPLpruxvVldUQZDxtn3kCjeMzsLffuPedandhVRp9WgbiozUi2T4vNb/7X3+Ov/87M4z/ITG0sp8AGUABuee4UoNRaONYXbYY45gvCra1vx6sJXj2HkiyaCYGwqumac95cPp9Hp+/QetPaeN9ts0PqfsPiGqJcQmjVC575hGkYkYPlQjhYTLxVkS5nF4wcS/j04zCTOh1Q9+dykJmQi4/dLTxIb45p+7eZ1a+w8HkVziafJ2Ju8vh5EvUzQlGTzDqhJR0FiNU6GRGlF6NCNmTy7yMWesc5WxONT0ktlvq3qOSQMiixAp931Fv1qyvLjg+aZhUJYdHh6y3LUpJ9ti1HTElWt/z4iuf4ejkhJs3bmCmlnLumCxKCh0xumdSadreM50VTGZTjCvZ1hus1oToKawoWE8mUyqteOHF57k6n9LVDbPpjLZrWMwOOJ6fMFmUhOQ5XT4m5S5BKWIZWdRQIksfFVY7tJaW1V/MtpfEoHY8wGuvyzYgo9cDGjL/au/nvHiRM0uAsiyYTCqMUXRdK50nJHzf03UddV3T9/0nSmey5g1t8THzMWxGb8z4Xm2E29V1Pb7vKFxB8EJo1lpKCtL9N9gd5AguIz0pDu7We6VwlZMZSdFRCDKRIDcvDErCYQx6et/S+Y627yiqKav1mqvlFWVZELyca9+Jsq2sL4HCmawiHQkpcLW8zFlwvn5KcY3EPkCyKu3m+zGdHKakHdLzLDdZKyVJ6gPImmU5PLlF37eopDg+PMC6CSlp2maLyvyXvqm5Wm3wvgfE86wonLRTp5DpPCoj6LkFQkm5yjkhC7ddR0zw4Xs/5vzijNc//yVu3XsRbEEgdwj6iCuctNArQ3KJsqwonAMtKHKvAyQRKLRWomKlFEZBbOIY/ASfdbwQq5vZdCooTeHEv8qL9YhPQYyJMypl8vOglSKFSOgaYl/z4ccf88a3/5T1xSnTwjGtHIc3D6kmFdboXArzhDAIKornnraKQrmM5mS7lf0ydJKSqfxd7otSgupXtpBz1S3U0LRynIzjXUrFs9kM5UqcKz554/P2MwQ8n/z9OsCR8kDeZb751b0oaS9IGDCWa4vFbvF4MogZUZZxX/vvekpWmZ7+8i58SzkhVJ/469B2fm1n6tpZXw+jnkCQxoBo79f0xHkOqEUkPyAizTSek0mgcktpQKN1ZDEx/KP/+pf5x//wBO3/nBi2qJRwWhPJmWESETMfFRBwhWiDHBz1/KVvPcf//P97mK97AgZnZMXQJv5MtySttKRE19ecnr/P+eW7dOGUTfsuV80btOlDlOnIAsEok3JnkwSEcbwVg4bK0DYOVjum7pjK3sEUd3HasenXxPQeEQmIYgRtDVLY7OnTJcvm22zbR7TdKXcOfovDyWcppif4CDABlVEd8nyeopQitR6PZVdW0aARQl9RcPu5F2i3V7zfrIhdSwo9KkDUmhREbyj4lu3qgmZzxeLgBt6X9CGh7QTrWk5u3SGg2NYbQvDcvXuHl158nqrQlIVmMa84OpqiCUKitYYiaSKapvOAkGet0RjbURQKbTwxae7evcO0nPLO2z/EWEOlJ8Te0zc9prKcLE64Wl/gEbFLrSTY0cqIc7N2kAXyjB5Qnmc4hNSecq/KLd1y5XPicV1IQqYKdS24GUriu8aJobVe/htsH0Am6qoqBIVpRSGb3D7uXDF2OHVdl8nHkOURZd9pcBRPI/qzzzMaUNmycHjfSxlFCfGVrH68z9uRfWb0IA46JfraOe/mNEOMHqU0k6qiaWqGFuTog6gJey/Cb8HT+U7QnOBFgK9tUUAIPU3T0DSNPDdR1NyPDg9zWTrR+4ZNvc5o/hMBSw5Gn9RDGxDRax1cSj192v45b6JV4/K4GFAxsMUE7QoRfKym3LjzPNPZgrbeYLUiBc+H77/H5fljPDL3JK3pfcT3bb5PSWxuBAoUZ/pkhLuXYu58K/Ncpnj08BHfXv4+L7x+xiuv/xLT2QIAU5VMZ7NsPOoJEZSxdJnrVZZlHqv5mqVE3/f5OUjjtS2yU7s20jBS6nK0jUgRUoz03iPebbkkqi0hQewDWoHvOpSKNMsLfvjdP+Odt97Et2vu3T7h7s0T0TjLis8xicildo6gAz4OgVfEOkcyKT9/wyjICE/McgnZk0+rnfK3SgMfTWGUyjwqlSUVxM9QKUmmj2/cYbI4ZHZ4/Kn3/2eylhjLV2qIXHZByzidfGK07l6XhX830J94h7xnL1jY/0ntUMK9aOPpj8YQYOxe2I++5Ifh40O2nvb+ntjRlnaf2KFX18OdYYJJ1941vj5MyGrv4wNqdW0vg6ZGGkX5yGRcpxRHc8v/6Z/+Gv/V3zsidn9O1yxJeJzOKEhOllQCpRXBAzrhSoXRPZ//wgxd3ub//f95f68WnKSkphRK+adey5/nprUlRhELXK4ecXH1ET5u2HYPOF+/QRM+QrkOpzJJB09MYNLOC2YwuJaKUkKpMPIbnDpm6u4ysXdZlJ+F2BDW7+PjnDYt5SGLjG282mRULgb6+DGnq3+LShGnHdPicxg9IcXcVcbQXZfbl5PKZG91fSjmm124ktlMJpP08qucP/iAZnkh7tf5PNBD943HdxuazRUHB8e4siBtaubzKbdvP0cdEqYseOmVlyBEXnzhHr6rsQ5u3DxkOq0oDPiupe8DMSV67wkoYpCAR6mENiJVICrVEW1LUoDFwYzXP/ca3//+t4kJQgo5o4Wrq0vIbaIhR/RWDSTc7GGmTdbmsZl78iy3veRCXX8Or4PAA9qRn/H8jD6FQwtk1EftBPmEl6RYri65Wl7w4vMvodTQnZdysLFbxIey1pBlDkFWyM7S17usBh6PLIChj1SlFZ6v73CuRJaq3Xeoa+cq+4U0klZ5Yv/DvykljNVMphOW66V8Xw50eu8Fuek7Quhp24aUIk3bUDeNtD0H4fj4vkP0UcSnr3CGqqjyXBtZrq9EQXg4zCfQbEjXrsFIsWKQ3BjDVtIniQs/9y1Fj8Jmh3FBcLUSYciUktgakJjMF0znM4L3WGPwbYcqptxYPc92u0ZrRd9subo4pU9ekJkoCZo2isIA0RNSIGpBRU0MoKQlfTabcef2bS6uLvnRd7/N+cf3ef7Flzk6ucni8AaFK1DGohDxwRAT3kdB/L3HZw+u4DuA0W5CG81kMsHZAuekC7Dr26yhlMZW9BT8TpYA4XZaV2CtE/XslCB6tApcnZ/yJ7//P3Px6D6T0nJy6y4nxwvmkwlGC48yhkhQCk+WS0BhlJCVh07VmM1IB32oYZGMhLFrUEUp1aI1KQX6tmfb1YI0qezTFRNFUXJ44xbJWEIfMNpwdPcFFocn6KL61Pv/M81Sg07Obn3Ng3gYROwhJHuDeBxkew/trttq/wuufVmerPYDqR18sicXdv07hvdm6HT34vBRtUOI0i7wYJ/YyEAs3TsWuDahyLkPGddT9je8/sT5Xd/PPl6UKYoKQhIeiNEJZ+C1l6f8X//Pf4n/9FslqfsO9fYRKfQYq8brorXCObFSAAhepg1tEkp5Xnl5wcPHa27cMJyf+gHtZigVJRWecjV/vtsgpLZtLrlYfkAXLqn7h1xu3mbdfoQyDU4JMpVym2eKmpAUESGRDiGG1sJrMLnMUthDCnWPSj/PfPIy8+ouvr9g4m+geAEVNngupd0YKQ/qAVczEAjE9Jjz+vcxSnPn0DKtfgltqux1o9BJo7AjP0HDyBvbS1ElDNCa6XSG1pZuvaRwE4xzECMGg07CgfDeQwrZRX0t8K21LBYLrK1whePxg0dU1ZSD557n8OiAEHuwMF1McaVDGY0PiaYT5+ambQkpUU0nKALOCl+qLCuMER6C1uBTi7JiNF9WJTdu3ebho4dMpiWuMGATs+mUZaeR9XUnXyAEYUErBo0SrUXW/dmOIX1tvtHqehvrUz7BLmEbn9xhZwxj6npnpRr5103b8IMffI+XX3yVWTkXrk7fIsRoefdQtjLZpHF3rLLAxyhZ/XDUA5wvekaC1IiuTT6nAFo5UjLD0QHXyciDsrJYl1ikxDi0g+dFZMiAkISxrCz+XBCcru/oupbed3R9S9u1InNgCrbbLYMa77AYhmyGKShUpHIVOslo9ymw2i6JDHPI4Cw+gGbq2jw+ztFqmH92F+0Ta8Iz2uTZ62Q8xUhZllKGtpau6wTF05qgBFVO2orgna24VUxQUboufd9ydXlGMTsg9G3+LLiyoigrKmfo2ppJaYnB433Pxfk53reEoFDGidJ5WbJcXnL1+CFvnJ9yfOMWL736S0yqGa6akHL/eYxi/ZBSlDZ2hFCcYqCwDqeduLlrPSp7D+v2QBSWILenKArKohyRIe+FUBxixNiC0lqqwtFvV7z39lv88b/7X2g3l7x49xaHhwfMphVVWWC1EX2mgVOWFCl3tA0JwlDFiJl8LY9e7rBFmj9CENQxkYRjFRPKaGIEHxV1K95tpigxrsCpgmo25+4LL2FcRUSS01t37jE7PCH8hHnhZyctq70IfA8FGRMu2D1kT5SLhoH+E8CZPVHA3EkxIkP7H9gFO/sPk9oPTPYftCd4MmNGMQYgQzC3C1rGbxiLiXsTYv497j+cabgGOSAbg5/93wcbAnXtc5AzSwWgsU5jVOBgpvgbf/V1/tk//hL3Th7Srb9L3y/pg8cqMaQT6ZfAwWGF94mmy54mOtB78L20BKbUMyk89+6V/Ogtv/PSun4gz3gT3sBy/TFN/4gunnOxeZOr+seE1OQOh5gDMXaVAeVFA0flDi0S1sq5W+0o7DGGmxTqZWblq8zK56jcEV0KzKoXKUxA+Zp1VxOj+HUNYmhKSdCEAh8SPp1yXv8BWs+4Z4+o7AtoXQgipsRLZoQNkHtH7lKKeaiI07R4TcXgefTwApMDnr5txgdFZW6G9z2+a+jbLW3fUs4OaTvP2dljen/O6eWKW3fu8ON33+Xec3e4c/sGi/mC2bSgMJbUJ3yEkDTKFBSlyl5leTFJQa5f7NE6YlJLu73CR0dZHaNIGJt47rmbHBzM2G63kplZJy7PcfDkyRL2+TkSw0KT/Z4sVjspcT3DLebnd1BfzaFMvhNq7zfZ9gX/9l+7nlvtghd5Rnfzm1KRjx/e570P3uOVFz/LpKgwzhF8f23ekTFpAHGy3n3nANOLsnLIHV0hO0qLVUfEaLBOCMzBtzg7QPTSRhzjYCuRO5zyfGSty4mBHPK19ncJy4gxUrcr2m5LCC0xCnFZFjkhMG82awm8Qov3UvKx1gqHJ4pxqKAHMu9UToi+IUSUhdV6uRes7CcA41Ue79GuY3f3DI1T609aHH6um6CgA3IWY8icEylPDuhr17bjHG2KCq00PnlBNm0hSJubMj0yY5dwWRYSbFgx4CydZVI5NAFiz4OPPiD2nXCBrpZ0vSQhJ4dHFFqzXi1ZnZ3ydvMd+rbl1c9/gdnhkXidRbGESFFhjUJl5WStSqyWMpoPAd/3tG3HNtRU1ZSyKjHWjkigUkrUiqsij9NICBB9yETlAClAiLz39vf5k9/7N0xN4PVXn+PGyTFlWWKUyfIy0PcRH0IOmAbftswVy92pA3ozmNWK11rMmke7ZTr0PSEkMBYdraA8rqJcVFTTCccnNzBlSfSRcjLl+ZdfwVUzUBrfB1FeXhzAT5iLfjKHR+8mgWFySEqN43LIundH/ckBuy94N3xI7e1ghJoHy4HhPfteOLl2N2TYKr+2i4X28JL9JG4vMkvjr4P+zfXPjosRTwYpu2PcBVLDBLsXOX3aNdwv4Y3ATBpSIHlPilgdcTrypc8f809/91v89d++RV//Cc36A3y7yToMCVOAdQljEouFZTpVXF212e5AhM1SD10DqegoJw2TKvH8cxOU2TAkY9Lv8YvJrFKCpl+xac+FO1P/iKvNj/BxvQPdQCbv3PCjdUSbNN5CKUMZCjujdHMKe4JJN7HqLpV9mWnxMrPqJpYSrydU5T1K5zCpI2031M19UmoyfAvD4FNK9k0K9PEB55t/x7x6gXJxiFY3UMrKaovA0dLWH/IktxszKpd6FJq28dz/4CExWMpiQTVZ4PstRIXv/Pjc+Bjo+5a2q2mahoOTO/RV4OjwEFssePVLX6I8mFPaAqfFLFACmdylkBJdjPRJVH+TVmI2GgKFs3RtA8nT1g1et6i04fz8nMOjF8GVJAzKJMrSUbgDqqJgU/doCg7nJ9jH7xFyKywRtDEoLSUsrS1KW4xxWFNgnrUOjxY5AIbWZnZhz+4hz3/bT1DSTr2LlD5lvKsxURK1c8nyy6rgo48+5NbJXZJPzKbViOoMKLS0k6eMFChCCLRti/c9zllCAGvLETGRYGXwQEokPNYWKKXpOp81eUwOigIJUdFNSQLpohD/I8nUFeMDAwwlyGE+8r5jtbqiaTbE5LMfXaDPwofee2I2u/RdR9cnCldSTSomk5Lz8w1d343XVxy0zRi8xJS4vLoQtIqslDtyEj95jdXez0NQBntJ5y8g4EmIovCgGN51Pb3v6XKw6rTDZF0cUIQsedEnL6W/TKwNIYApKSYFRSVBh7V6lFKxzmELh08RlXqKwvHSa59jVhQ02w2nDx+SSFxdLbm8WjFbLLjl7/Lee+/RbJe89f0/Y7U65wtf+wZHt+6iJxJopiilZVsUpCQO6CFF6bZNirbtads2r6ESCCm1U2n2uROs63tsnlPqOhJDwJZODI/7nkePH/HdP/1Dbh6UvHLvBvduHWONZlN3tH1POVlQTWaQEo9PH3N1tSWEiM+NJKL2nFHNoVU+xRwIiWCB3nvujCmYlCVRWexkgS1KWS+1mBfP5nOOb93GFgWgsK7k4MYNXDlBowi9kLPR5jqt5YntZzIPJZevpH6+H9jsSjmJ3I21H4Q8JdgfA46hJJYNP3cITA4mcjlhmLCiGlphByLz9exsN4+lPOcNwmgD8iMToUpkwhOM4VpK40O8q4YNCM0wWTLC2fGJ74qQLQf2jkPtMso0nlwa0aEhO1REnIUXnzviH/zOV/gv/t7nuXfzIc3699isHtG2NSF6TJL6rXWgXWQ+0xweF3Stz3X9IXNKxAAaTd975ouO46MK50IO2hivyy8m3IGUFE13SefXNP0pV5s3afwZiSiO0rmLQyGGhEYHIS3nAWyUQMpVcUDpTrDqCMMNSv0ChblLZW9RuBs4PcOQBJEwx5hyggqeNO1IMdD5+0TVo6J4AYEgIGOmrwO9/4CzzR8wn7zCojhCUZKU+AWNt3dABveeAyl/GnwbefDhY3SyqGRxbsp0eshmfUZKrUDTKk+keQGOwbNeX3LQ3WY6mxF6OL+6ICi4dXyA1dKZ0DiNdQVBVwQjxFRBdKQ9NQaPc5rCWVLyEAPb5hKjOgqruLx4BKlm6jbo9IguE6SdPuTs4ooQNYvZAUGLX83RwS1Olx9JB4oyqExcHoqCRts9Ds+zRXiG7jDZhiSL8XkbRDyH8s9AGB7ePW4DwpCG0Z97SOPefhT4EGibhhB6lssr3FHBJJWC9iUR/Bs6kgZSss2S/X3fk1LAezk8F3e+VsRECJk7YhIgpFStFFolYmiJUct/SYp2Psi5WFOidZURQsXgmp4vUD69xCBMKIFYQTVxeB9YrTf0fUvf1dkFfSsoVPD4EJlMFjhX0HYtjcp8sMz10ArK0mFN7lbUUDcbLpcXu/ltTG7TEzngE8HMXjw6PFOK/QT22W2S5ImWlDOWREJ7adu21mIyh8u5kr73gqYoKKzFTqf4vsvK2hZblPjgKSYTuX+IMrkPHuGtCKInArDiqVV3LckrZjfucO/mMcvVhgcPH9H3PUcHh2hj+NHbP8T3LR++80OaruaXv/GrPP+Z1+h9pA09zhp830vChpSAfOhzICfnNohRdl2LNQP6N5CBs6CotoJAWs1kUlFUE8rCoULLOz/8PrNC8flXnufe8ZSDSclmW2NUYraYM1kcsji6wXw25/aduzz6+EM+Pn3M1XqN78XLKGSUxxgn+mSZAxizkKAE0EKsLosC6yxtMpQHJ7iiFPJ0VugvyopyOgVtx2dN2VIaTIYE0ItNirGfHtb8xIAnDlnPuKlxyAzbUKiRgGi3mI8dEOPnBq0Zru1vWJgzlxNIArHFgeAnrxfOUZUVVVVSlBUkRofbg4MFzz/3PDdv3OTw8ABrLX3fs1otefz4Efcf3Ofi8pLtVkoHAr0hwVY+l5TF/rJf5FgeyzHEeLZjt+U1/HwM02QfQ6iYn3NhxOdFPSdAmkjpFJ958Yi/+zu/wt//nS/wwr0lzeqPOHvwAV29Yr3t6X3EWrAFuBKKAuZzw8lJiQ+Rug3Cs8gZUwr5GHRGL5RiUpW0241MnhnqGgIe/ZPC4Z/TFqjpQ0tiS93dp+kfonUreIgdhUsZyJpqaEdXJaW9waR6DqtuYtQCmyYU5ginTyTYMTewdopVBRpDVB0pWpSaYtMBlUpgIE5h2Sha/4EAAUrIb5q8SOg8sm3Lqv0eq+7PmFevodVcyIhhyF5DXvRy0J6EFKyUJrXwzpvvc3m6zOTAhDIl2s0p3JTUN+Cg6wIxDB02ij50NPUVzXbF7OYhN+8tuHHPsJhPIKxYPr7kch15+bVXWEyOSV6zWbaI2SqE0Eqp04JSgc22JvlAs13Rd1dUJTR1z2R+QOg7FOfgVygsJlQ09QUHB3dZrXtIG0yIGL3g1snzXKweQ+hkAlcm809MRnmGspbD6E9vBf15bfsdlinlOQKys3NWtRpB109BcsYkZIcUDX8SoqUEdDEmrpZLrlZLNts1R4tD+q6jLIrMP9BghNzpUySQCCmyaWqZdLWh95FAwASPVBljTph6YtIYpbDGEPqWonIoG/A+ELzI+utoM6dBEaPCGOFK1HXNdDodMlC5Nilem29DEK2q+fSIpt3i+wRRETopo/quIYSOpm1JSNddWU65Wl3RdQ1qm+jaThbrJGOrmhRYazLXQ/P4/D4htVLCZWiCkGubrnV/DuvCeBdlG4Uk8937BWRf5WSG0uCMpbBSTO+Vp8+oyUjY9sOiLGrYKqMVvY/0Pu5EbDUZqRMmkzEOrSxJa6LSKOuwuiCGwLbe0tYNIQQmhcMse6ydcPP5l2jrmqP5nK9845tUk4ofvvk91ps1j+9/wHdjwirD7RdfpreaaBQx9OAlsfVJYWyJMgpbBiIRa0zu4VNZgkDKRTrr7QyJZgLKSUUxM8SgKA1s1+csH3/Aq8+d8PqLN7h9OGG13nC1DtiyopgfUEwO8GrKo03koDrglc9/ibsvbXl8esbp6Zkk4UqjjfCJjLE465hMJvkaR0GmjJRmy7ICpagjuNkBKNF4EqRKE1H0nSf0EeNEsT50PTHkLi/E781YLS3vn7L9BzINcyyurr8yIC+7BGxAZiJDzX3QldmBODHXqUEXoh9gEAJk9AmjHEeHx7z6yqu8/trn+OIvfZnXX/8cz917jtlMROHquqHrWo6OjpiUE6xxu+9L4v8SQk/TNdy//xFvvPUDPvjofc7Oz/j4wcfcv/8h9x98yHq7Eq2NFLFWj1k87E2c40Qr50UCNQhtqeulL40aRUCSkmAnBgFynVaUpeWzr9zkd/7zr/M7f+uL3Dle0dXfoTl/h239mO2mpa0TvU8YA04rCqcoisR8rjk6rvDJ0/aBbS2cHWOAGIkhYSwYK2J3KToSlrrVhIFbqOKYqf8iBL86f4EPNX24ZNt9SOAKpUXEbETANWhdZEO9kqq4ybT8DFbdBkq0mlLoIyEpuyMKe4AzC5yeMqplK1EblS4ujdYFE3MP7R2KAqsr1t2ETfcuiq3Ep2lABzRkAndSS642b3Bj+piqOJEHV9msDJqROzVAffmzSXN6ek7Xeumm0BpXGHwrOjXalvlaD+JxoiSujSaGnma7ZrO85OTkLvOjG7hiStecs7x4n8uzK27e+xyzecnV8oK+A10UGJdEeExFXFmwWa/pui0pa4Kk2OAc+NDhfYfxCRUNq6tTdNGi3QnbbcDZKX2IHMxf4PJyRTWtMCpwOJtRuQnb6HMrvsIYmyf1HAANE+gzLmkNAmWMRMycqOS/7zo/dr/vb9caD9S1d3IdgRiSNRFdu7y8zJYKkaZtMdYSlbQlK3bcmclkwmq1kmNNEcOQTSe8N2ibO/5yGcz7lCdyyXq7vqW0Tng2oYYeYBBxE/RQO1GcVcoIemUYS2M72IRcJhAirrWaut6O7fHee5qmw/ueruvFIwshh15dXbGtt6BCRqhC7riJzGdTqlLI9963KBwPHz3IQdyO5/hkS4nK+joDcXw/yBztM66zIp/pNp1NxsRWpzQKMSqtMvlcjqX3PWVZUhRF9j4LtL4XEMBodGbgyviX50IpJcayMYI2I7JijaGnR2tHUSlBNoxFlRV9CKJfU0SiKzm4eYev/toBbjbjB9/7NqvLSy5OH/LtP/p3fM0oju48J+uvcXI1Y0Tn+chojTMGXTjhjcUk3WcxyZg00t6dUiQFMKrAlRJwQ8yNHZoPfvRDnj+Z8ZXPP8eLdxfMi4LCaJabBlceoIo50ZRcrRsaD+vasKgMh4sFL7x6i4ObKxmfSuGcdH0NRHibO6i6rqduGlAa4wrKqsL3Ht90BG0BjXIKY8U0V5MojAM0xuqMascRg/HBMxRJm7b51Pv/U81DP/naU96nn3jDnrvmUJ9NY6CUj1CNsEiGAy2lq3j5hVf4zW/9Jr/1G7/Nl7/wZY4PT8QTJI0wgJxYTDDbaVRIx4Mo1SYk4zFKY3SBKS2fe/Xz/NJnv0RSiuA9XWhpuy2bzZIf/PD7/Nmf/TH//t//AW/+6E287xlImlpL3bws5T+5gfK34ANd34/1cO/7UTabmKQebAzzgwVHR8e8cOcWr3/mhG/9+st89lXDrHqEb/+M7dW7dNvH1Ns1dRPYtBAClA6cgarQTCeJgyPDwaEjJU/vI+u1p6nJgk/StihZiQRAbZeoa89mo/nofj2W4nIOizA/nnU7MYTQAR2dv6Dz54ivikYbEaq0psTYhHMTFpN7HM1ewaoTYpxg1BSlZlT2kMrdoHAnFGaOsYUEOknk95WKGGWJOEEdtMYph9YlylZYPcf5GYVdYNUxdf8dQlrKeEmQQkJbSDqhdMO2f4fa/5iyeAmYocaW+Szsli2hxbLDcXZ6xeX5hqaRTo/Ye642W9abtRCKqwXr9QU+daASzhkh/wEqRXy7ZX15RttsKKxlNl+wDmvOT8+oiinHJ8c0XUez3eLMFN/2WJuIyTOpLM16TVuvUKrHRzmG6USjTKLbrnEuEOOKaanxXYvRa2KoWF22zGY1uoDYFUyqGcps0dFxMjnkztHzvPv4x1ljSNRZTW5HN9qMLemDqN4vYntaMDOWjxVj08PuDVwvo4zbLnkb5qY4KgOn7FCe6LwnJEGF27bFWXDaMAiTht6zWa3YrjdCwB95RhLc9H2fTVgHM0gzlp1CDEznJfWmxqskvEnvGagzkixpXFHhXEFKMJnIz2NyNyLvcg6DKeRQNu/7QL2tGdrhYxJDUB96jNa0baDrRaQuDrynJDyVFALWwuHRnBQ7fB/wAfqm5fLqkh28nfYWh+ut6PmwGKgMY+Kcdtdd/YJCHpv5Ub5r6fp+DKStNsIDyeiAzPvF+DMWSlXK2aVd2RBFdj43o/VKiBGtRQ1ZqhCBthV38qqqSMoQUPRosIrOC+Jng7Rye+V45Qu/TDGZ8md/8Pts1ldcnn3Mt//97/Olr/06N194Be0M0WkMJq87HpUUZWExlQQ8bdeLuGAckhV5Rr339F0rCbixqJBJ9VbTNRsev/8Ov/W1V/j8S4c8d+eQwsx4p33A7Zu3uYxTOnPAttes2xblKqKbsg6B7WXDYmYop0cYsr9ekmpHMoG+93hkrvDW4V3WOXMFHZZeKbxO9D5SFE50iwo7EsuHZCsR8EECdhIjpaMoCtCJPny61Mp/wGo3YjkAI9FUnre90tVOihkpnQyr7F5kPxTCcna9mB7xG9/6Lf7zv/07fOvXfpO7t+5RmBKVctCBZKkDUhVjQlm9J+YlUt5DniC2A7lWqcDkCFegSSgKR8UEpofcPr7Hi8+9yl/9jb/J5dU5Hz/4KBMCHUppyqKgLCqsdVhr2HcmHrImIS6G8TsD4kxcKIszBlta8S8pIlP3MaH7I9rmj9mufkzfPaZvl2yXHdt1wvcmt5ULT2BSKWazwPGJYbZQpNTRe8N6k1ivyTCy1Ph9L9CzdZCUwneJ3nTUm8hyKeqUwySplXSRBPXsA54UhFPSh0v6dAEqYKxFG0tRHDIt7zGrblMVR1TmCK2mpOiozJzCHVG6Y6riAGfmaD2TgMaIzxhJ5xKF1HpVtIDZIRAUVHaGT1OMmeDiAUYdYpuCdffnBC5lYh+VuGVCC+qCVfMDDqu/BHEumd3g4KuyszACKXd1YHW2IbaR5cUVTiW2mzWPTx+hTMRVCVfNQZcENrlUu9Oi8L2oYXfNiu3qgq6vmZFQqqKqbnLn9j20nbNpGopqjk6WiTNsN1dYp+m7jtXFGYuZpes2rNdXKKXxvaEsOpJfMZ+XoBrQQXhMwbBcPYZ0wHe/9y6372y4dzdRTu5INqjF5+fuzducbh/R9K2IDBondXcs1kh3lpBsf0EBT3qCd7YXzMBumhm5e09un8jYZBHORXdZetUQGCnKsuT8/IIX7r0siEwUG4SIZNSDmu1quRR+VhaEE96LwidZ9JzRObtOGVEQZCQhZYaisDSbDYWb4IzFh0ToG6LvSRiqyZT5Yo4xBSEMJTk1LtDXeNrjpUq0bcPV1RWDorR1EqgJ+VZ4Ok3TE5IjRSG5SpeN6PakFMSCpLJsVit870lKc3Z2znpzJSWdJKjWdelANSL4cnwD4j10+2VdK67fv2e9ha4nGYXvxXgXBrd5smWBJLnOuRERe1IAUrruAiFEjLY4Y0W5GEXfSxeczXB/24kfWT8GO+CDzB1N16O0kmAUhS3kroag0KbihVc+R9e2/Nkf/Tv67YrH9z/gB8rx9cmcxa3bKCvk67IUA1CVA1+dH4rR2iIrQkNWQfae0Hs6VVNYJaiQBqUV7/zwLY4n8KVXb/O1X3qB45NDPv5oRdd2TOeHrLoJpjgibTzlrARtSbakT6BTz8YbvM8mwz6OnEWtNB4LymC1I1jhAUo5VEkXpimwhSb2QTiB2VelKAzG6MwHQsq1QcabrOvStVgUpVjp/ASJjJ9htduvv6rhf3v/5nY3vQcSZ1RnaBgYAo+YgR3ficHewXzBX/6tv8o/+oe/y9e/+k3mkwNIBryhaSTalgUoZILmEP7s4NuxB0MPvJRhUhncgIHBzC9JR4LAj7KfmFUeU1IcTG9w8rlbouQYw6iXohCZbAbyM2GcIIfsJFcRYfz/gAoeozSJnhivqJcfsm7+FN/9ISm8Tdte0vYdXRdo6ojvUu4QSJQWJhOYz+HwWDOdSXbWe81y5dlsItGTLRNCtlsA4wS2bFoIXh6usgjcuuH4YNLT1LsSnZzBs9fhGdofEwlnK+AEa06YVC8wq17AmSOMKtA4VHAYO6EsDiiLE0p3ROEWmbBZ5IfAyz9K5dp6RBFRKWZtGFmYlXKAQ6kSpyrhmqgCVVgxaCWx6b8DnBFT5mcpMhlVUJ4QayyawR4wkTCmgBhRMZD6yMcffEy3aTl98JB2dcXp1TnRe9E3sZpqtkCbKa6csVlfYiBPosKPiL4TZKeasV6esVlfcXh8F1fOOLr5IspNabxmtjgRvoe2nF88xhqYHc0J3ZqjoxnN5gwf1ni/xpqK2fQG9XZLZTXN1pNYE2xiUpZcLS+ZL2bEaDm7XDGdWrpDxWTS0DUNxtxA24rKzTia3ubs6pFA98qiksZombhcDnrsMw6ch65CYOybGGKdfQVjGAGaMRP/5DagDMOO0pjBqVwa00pRFE4E5npxiZZ7Jt+jtaHMnI9hrhi+b/hvmB2GDFUpk/eTieZJ43sIweXuJ+jbBmNK8VRLQcqhpqKsXObkiW3MXoVuDznfexE5LfFl6wjR5wU+4LOyslhLCMFUKbIwXOZ8eDknrRJlaTFGNIM634LWfPzwQ7q+y6VjmZfDaKPz5DV/svw4BEDpKe99ttvV1QXSKWdRGqqqwlk3di+FKNy+vheV6V2bvrimD+VsCWxE4woYg6IBMdLWUBRFTuxM5mYFUlIUVTWW06OXa220oW0E1tNaZptqMueXvvIrbOst3/uTP6Srt5w+uM8P/vyP+PXf/itU5YxVXQsfLLdi+74j9D3KaNCKqppijZRgh/b7vu8lgAiRzXoLeJTIb/H+29/nb33zFX7965/j9c/c4r2P7vOjH79DG6A1Dso5mw6CMhSVdCHKGFL4hJSLvYhuaqDPPDtrxXIj054E2XeOEOLowE52GHC5PKhRYoOS1yopEcr+qrKksI4u+4PJWpBLdT9hTP2UktYTGdIQZ+wFPRBz69teZqR2D5wMBnmrs1o6iIzml7/4Ff4Pv/vP+Dt/83/FYjKTnfZaFHGz8mLXSm0xpZCVSyWbJE8mA6IyEIy1TsJjieIm64PIq6chJIkhn5fOD6re20eWss7luBBFDCkEjzYGm+t2SktWNXRcxOhzXd4TorjBpughNqjUkXzE9xt8+ICu/Q46/YDKPYC4xveJrk/0XRLPHUC7lInJcHhiOD4uKCtxza3rwGrtaZo00key2CoxCAHSWEE96q3UpSFSVYFXPqNQ7gZ//CdnxHYQ8htaSZ/tZrXGqCmL6jXSkVwrYw5w9gSrFmjlUEgt3NmK0s2pyhOcnaNVIa32GPGoSZ6YWjENIzDKRydwRrJHZUqULkA5UJYha9NqisWivclBbALl2XbfoY+XmVw+XNReEKlwiXMvQjJC1UnDMqbRCR58/IDTjx9y/vic1dUlzXZN227R2tD3HaUtabY1B0dTZvNDri4eEX0ni2rW4kk+YUKk3lyyXp2zujylvnGXYrKgmE2JUVOVDh896+UKHRPb7Zo7t29ilFhwdH1ku11ydvkhVeWoypL18oLV8pRJ2VO6G5C9zJIqmc0XKNMyXWi+8Wtf4vzjj9F4VLykdJbt6hHVosC5krsnt6ibDQExP9WZ5GpM/k+70bH7WW77S/rww0BkfuJlef9+sKN2+MOTgdBwTwfBtEHeXivN0dGRSPBnQ0aT7UNiiqNibt+3o7fWMB+lXBoajkM0emRu6bqQETKN7xL1pqMwCaMtTVsTovBDfJB7Oy3tqIUEg+Ahu26bwcMqc4TG3tCUuLi4FM2XrqPrupGz0vfSDj+dViw3LW0/zKeyKAonQixQJpMpwTf0vXR3BRKXV2fj1R7LUkPFarxbGdXZb4zIIpa7eWdQv1ejns2z3EKIO3E+Z7BFRhKCtEybfG0HCYF99ewhkR5KhmVZYnMHUszt4SmljIBKh5Y1BQcLaaWu6zqjazL+jNL46LMmjejQWGOzlo/BVVNSLPniV3+VzXrDW9/9Nk1T88E7b6NM4td+4zfRFHQeOnpAs91uCX3P/GCB05amaQm+Ff5MFiSU5D8SsqVJjC3zqePhe+9yo4z8jb/8K7z66nMQPRcXG1a1J5VHtFT0ydEnabQwCqwtJNlWBmUKuV7Z8mfnKZaEn56rI3IN04isCV9OiPnWmjyXSGlwaGGHrBKNXDcyEhlC+IQkRAo/J9LyUCOXX/L0MwzyXKMdHKSHT4Q8gRilscpxeHjM3/07f59/+o//Oc/feQmVDPgd6TdG6USISQIdyUqGByFm5U95OENK4wSjyN1RUVrTBh6OdYUAfRl69uPFFk2JFOU7BufgFAVy9iEQQ5/JXplwmGFgUsitnCK/nqKw4Pu+oe9bQt+gaSE2RN+S+iUxvoM2P2Q+PSXVnQRkfSIGCdK0Eu5NYeDwyHDjlmU6k8Gz3vbUtWdbJ7peWh9FbXhAeMiENIkst9uE91LaUipROs9f+yu3+NEHCz66f8nHH3lSn6ekX4B5aFHMqPpjFtNX0OoYMVdUgMXogsJWGC28BGcrrJ2iVZWXh56QROxNfGVqIi0xtqB7UupISaMpKe1cyMVJ5Y4dQeSSlp+1tujkqFyJUoV4s4jVDZvuu3h1SYoZEFYBHzf04THJ9SimDIUPFSIWxdnDU77/7e9y8fgsOw+3bOsNxMTVZsnh4YLNdo0rZiimHBwcszm6weayx1p5hrQWQbO+76BeU2+u2K4u2Vydo4xhMiswyWJLS+s7FrMpbbPlxq1jJrOSq6vHEBrOHz9gs7mkKEuqiWMytSTvOTgoOTiYoW3AtwlTOqpqSleDNZGq7Hn+uQOMn7JcbSknmklxCeEByR9jXEVlHVVR0YQu86MM1haYzN+xxgnq9Qy3awjO8MO1COj6S9eDHUQnaWxAkMxsV/4Z1IGHMkzK2X/J4eEhXS2EZWttDngMKeuyTKoqd64JQTPmYCGmNMotDN/rfS8GsjHR9dIGjUpsNj2+0OikiZmToY2j9wqDZjJZUJai3j0KaOSOL1k89V4QJ9/pg4gK1nXDdDqX0kmzpW17vE9oZZlO5hwenbA4CpyeXXJ+cSUk5rRLJJOOKB2pNyu6pkEpWK2WNG0ttj+ocVEY1oHhnlwPKvfu5fB/aSfSqtITwqzPaBsRKa2z3Usi9B2gcIWDJGruTRDjVYW0OzcZ4bPWitbVcA5ZdVTWG51JzKJd1dTNOC6MMZmAK0rNzhaEGPH9UIVgtItwqsAYI/zQ0JNsxS//yre4vLji8cfv03Zb3vvxW0ynEz77pa9jdUHd9/RBksnpbMakklb5um5o2uz1ZSzJi01IiuJvVZUlm1VLfXXBo3e+z+/89lf52pdfoSg1D+8v2WwjUVXgDuj9hE0b0Ea0mkLX0noZT5NqQlkWUtpUgxhnIiU7JhRDw0cavCJjwjmbrTPiyNOxQ1t5L4GTzqVgUsgdcqC0ILHGObSxArroPJ/6/lPv/89uLQEM3Uj7dfDhb0MUNjxww9vk4QTrKr78ua/wL/75/4W/8lt/namZiGplUrS+yx1VElDE5EmIeV3wMri0VmNr3cA6j/kCistqZGj79Hl/hXNEL/VoH4PAhzFI9obDR4XPst+jmV4W4wqhx4cuuxerTIqOxNiLVob3dFnTIgZRSfW+pesakm9RBHxYE/sLdLykMI85WJzT+Jo2d3rFAdUxAiqUE8XRjYKjWwZTdbRNT9dD20WaDnzI19SAg5EIOaA8SgV80KzXUoYT7NCg0pbXXz1m27d87vMzzs+vaAISmadnn5kbU1IWx0wnW2Ai563A2ZKymFK4KaWd5olCcr/gI31s8bHGx4YYN4R4RRfOacMFbX9GH8/wYQnRMp+8xEHxRaw+RlGQ1BTlI+T9og0km5sFHZPithAYjc5u91GCHtYMvIgQt7ThAdJRlbNZFFZFVmdnfPdP/oyzBw8xWmfTxY7LqyXBBw4P5vR9T73d0vcNxzcOqMoJB4tDQrNEJekKjCmPzSCdHXW95urilMXhKW4yZ1JNMUlDCBgS1bSiKDS2TFxcnHN5+pBmu2R1ecXhwQTnHJPKopTH2JbDowko8ciy2jCdFRiTqApLCh58S1X1TGeJ+5cbbqhD6k3LbLJitXmAThZXzqjKCX2Tcoup25GVR6Tn2Y+jT2yfAgjsIyExDUnZPi12r6MrDq/HsQw/cPNAGiqOj4+p6xoYOp8MPkiJYrvdUhRWFm8kGNJGZfVZn9FgIA0+XIzclqZrwFTQi4llYQyunNN2DT5KouCKCfP5MZNqgbiuZ85i9hQa6ncj8riDsUgpcXhwiCsKPrr/AYWbUBYTCldxeHhCUpbCTVA2YswKo0UBfIhOBrG4tmtIfYuxkl2dnj2mD32WEtG79+bS2Fgh3FsHng7e7CgBQ8D5rLfh/imjpdyUS8sxRLq+J0XR8UpJ1IIHwT5tRAY+RLESUQpxGs/lsb7v2ckliHClMVZ4krlDKSbheFVlgTZWAk/rWJSFlMsiJK1oOlm/aKU7sO8DKRq++NVv8kfbJZuLR/iu4a0ffB+lS1567fP43hOVoShKrDX0bUtZlBTOYctFPpYk3KWsNG2sIyEdZs3liltzzf/6r/8lZpXC+8CHHz7ggw8fMD98nkd1ycWmpaPAWKnorNqOpC2FK5nMJsQI2+0WaxXOzXDOkhDeUMy0Ea00KDFx7n3Ah4Ar3HiNtMnGoAlU5krJdUbGP54+BAhS9RhmZWNF+HFSlvjwF1Ra3gXcuXtgCN+HIrpSXCMjK+HpyCdyySRB5Sb83b/9D/jv/sX/jZdfeA2TjCAbCGwYUy+Ovd4zuGNDYLtd5wDFMqkqWRhiGsWjZOKKpOTxfSfRcxBItnCOlAJd29LnLqqhDl+6YpRRF/i2y8hMR8pITfDSyhszquOjBEC+q8UOoBM11dDX9F1N123o+xrfN6joSaElpjVGXzFxG3TV0uueJkTRgbB5ojVQTGBxqDk6LpjMJHvcrD1dI0FODHK+UtdMqCT2AdYwqhEDpOS4uhRysiuQtvkQsbqnmgTu3S757KtHfPvbKza1FNzNL4DDo3WFs4aJ69Bpkmu6BdZK15vVwt8JyeNTL/B5amj6c7bNh6zrd9m0P6bxH9P2l3jW+LQisSHGGiLMts/hZysq8yrWVgTmRG7i4xHoI0pzvMfB0GgmaHszV2UVIUgAve3eJITLvGAEun6FMomERgeHTp7m8pI//4M/5PL0gqODQx49ekSIic12S9223LhxkxA7Li+uaJoapSObzZabt46Yz49YX53Sd37sEINh4UiEvmW7ueLq4ozFyR1xIg8d2vfMDheQEm5acHH1mM3qksJZKEsmt2+J5UTZY4sWazyTYorvt6y2S1SExcGUslAQtyhdE31AR42KW+aTxHwKWkVWK88Ne8nM3aZVNTFWlKakMWKEqIxwdowu0FqCnWHhe1bbGKDsdwIx8GR2Ac2TJFmh6OREjOGlPU6J2v9B9jiUNVbLFU1d88Jzn2G7rKXkYSq0Tuik6dse3XcYq9G5pZk85xlR0Nyhyym3emfFdICIF64FjhgUycF0fsDJ7edpG9GTms0OmE4PGUQfU5S5eFBF2AHuQ+CzO0trHZNqirRLl5TFBGNKjo9uirqztnRtx9V2zWazQSmN1Y6OPne6CV8l+I75UUVMcP/RI84vLxhkFcRTTQ/yjXk52CW9Q4lQDaQVNVz5lKkFg6XPdRTvWW3z+UzQZa1xNrf9+44QIm3XCf/PWibTyXh+go5orLH0IaC0tJa3bYdKcp2rSlDEMHhdRU9ZVAzOkTFGUSQ3GqJ0EgnCZ8bxGLOlQ9t6emtROtF1LWCIfaCaH/LFr3yTP/+jf0u/XbNZXvHOm9+nqiYc331e3MqDp223OC3MQ1sUKJNARYJHEuEMDBAjSkUqo3nr7Tf4nV/7DHeOC4yC1bZls+2IqmDVwXkd2HpFsprQeVxZUE3naOMoy5KqKuk7T1WVpBRymcrkEqKQq4dEQq6BInaBkAN14UcJh0xnQU2d29kHxEhpCS6T0UImV5LQxBQhSLBfe+Fdfdr2M7mlo/amiCweOAoL5gE8zBtD6Vo4wZqDyQH/7T/6P/Lf/G//ETcO75DaROcbSDErVhpiEOTFx54UZEC09Zr19grjHAcHJyQlpF011L6UoC1du6GvV2y3G9q+xxnLfHGAtYauXdH2nbQEhkRRTXBOnI3btpYSV+xkge1qfNvSh46u3dC1S9pmJSTGGPGho+sbQXK6hr7r6No6K6N2xFATfZMDng6dWsqip6paFkViUmT5fzGPRalEVcL0wLA4MpQTMCbQNj3BZz+slPUitEIrI9GklnqoRMpxKLKQkuXqKlLXEVfK/kma4Hsmi4ptt6Q0R7x875iD+UMenzUCDabuLzRx/IdsKWqcLVlMbzMrD4GEVk6I5gQgklQg0dM3W9b1BZvmAy7X3+Hs6s/YtD8kqkdgWon+Tc7Qk856M4Gm+5jz/ttMdU3SHtyGyewWx4e/TLKfyxPWCQkr3VYqiS6GuUlyBT4afHKkWNGGN4nxAkWJStJZoZXBRENzdcnb332D5ekl89mczWbLZDrj/OP7bDZbDg8XWKt4+PCU4CNt31FNS5arLbdu32Y6PaKazvG+xvdenIkFt828n5623bLZrGjrGusKYh+YTiYYIhhYbZZcnZ3h2wZtIodHh5RW4fs1xiRK51B4QRujx6CxJlEVieRbktoQ45bWR6ZaQawx+opbhwqrA8olLs8ec3BwgpvcIVo4nC3YdD3RDfy3Igc8WYjwGZOWx27PYd6BcS5QY4PEU2pc6XqLtHwkT1JDcjUEPHk+UyhiSDRNQ4qRO7dvsqm2gJiBqtQTlcqlqX4sjUuX1oC27srsyuTJOyrRv/GdBApeC6pcTnCuwHvLyUnF0dFdnC3wncj0p5g5klGI9dL+bDLqOPBkhvKQnKeQqqsR4reu4NatO1hbsNlsRYQ1c3o2m3X2UbN0XY+P4qANsjiVxnJwMOPR2TmPzh/T9F1uIJHvS8iEr6KwJQXBUpnxICUvtRd0DndIZUpEGu/Ps0d4hKupst9dxGSbD600VVmKLhZCKpeOqQHtDcPgQUwtBSFKQXzFjLWgBfVpmhofA8SdPEDf97hCjGF3HBYNmZ8aglQ1Ur72IQZstnARXhb0UXHnhdf4XF3z3T/+t5BaNstz3nv7DW7fu8fs4Jg2c5REm6YneelIK6clzhpKU6Eqh48BZzU6tHTdlvrygm9+9beJYYvRczarLecXK9rkaCi4aDqinmKLEozFOMekqCBGUvCIVaCmLBwxioBn9NK0o4ym7TrqeksIPWVZUZYl06rEewEhtLW0bUtTN6PY4yDzMrT7mwJJ8EjSMIDwbru2lw67JOTwQWH9adtPnaU+UQvfy5zk+coRutoNf2MURlsO5kf8i3/23/Ff/N3/isrNiV0AFbNbrXBi2iAusyHEzJtp6dot52ePUEpx5+h5tBWSVPIe33US3HRbmmbF+uqU7dUZSiWOb96gXBywvtpy/6M1ddOitWO+OOLw8ATrHDFIp4FvG/q+wfuGrtsQuoaurelDz3ZzTr05pa3PUbHDKhF4830rpS7f0nUt3nek6FEESD1aBSodsYXH6J5JCWURmVSJwiZckagmiuncUE4jZaUpKoO2QrLuWjFyG9vvcyeSiDRL7dUOE3JMqCimggrL1ZVnU4dsrikTTgiIj5qNtFc1pCOm0ym+VeggE1HSz560PED4SmmsqcbxIyJfWrhTqqdpVyw39zm7+gEPLv4dV9s/pU8P0KZGaxn4WsviF6NMDipB9JrkoQ5XaHOKV5f48l2ufMfav8W9k/8sh+SOUh9hdCCqmMm3FaUrUdphTEVhDtmY29Tt9yFVTIuXIBVolQjtlgcffEDXecrpnKZpUFpzdvaQzeqKSVVQFZbHD++jEEO9ajrjh2+/STmtiEkxmS6YTOZs12dopPaPkgVqUHltmpqmXrPZLCknU3wn5MLV+oq26zi/PGOzvKJwmqP5AcYkNptLnO2ZFQ7f13TtBYotVakpC0NpLDFe5udsQwg9MWq8bzC6JfpTyvIADMyqxIPHD1gsZqT4OlpFjI5MSkeLBIoGg8kTlTIGnjHC82S5Y78bCgZkZ8cf3Jum5G9qPzAYyCaMb3oSXdBG6jBvvvUGr776Oi/cewmrRYNJa40OauR3dG2L1oxSD6IFpkDF8QCGY9XGoJOh77d0nQS3XdsIT6eY4twUa6Y4W+CslFUGC4kwNGHskaFj3GnCDE0YQ0gxBHoRKIqSut5wfHyCD4m269ExUU0SRS2BUdM09L4lJTGQTFFafkOMfHT/AZu25eHDU0HVchlYbH12yvqiNfSTkZonwxr11FefzRZTwlmLtqI2LNYZOVBFZVRH1ijfSUOKsYLs6Ky1gwYdoyiuZ9Xg0jmCH1zme2JMbLdbjDE456RK4ANFlm8QLlcYx8S0EK6p934k65ZlidYTvA/UqkGRODhc8OWvfI3L0wd88KM38MFzdXnGR+//iC9+9VewtqCL0AWflaylDO2sIflACAkDWKUodKRQmocff8Rrzx/zuVdfZlKJd+BytcEngy7nrOqOtvMEl3C54adtpaWemGiarSg7KwNKGoCaphHKihb7jq4TfmPMPKWiKDHGMhiMWrsL7PYlAYbSrIg/imVLGhMUAQOcsyh2PLZBPuBp208XHhzr4QM4N7y+K1nJTyInnpRkM9Niyj/8L3+X//Lv/TdM3EyUh5NErlonQpCugYQ8UClB3/X03YbN+pzV8pyXXnqFlBLLywu2mxVN00hXVPRYelS/huaUq9MfkVJgdTkl4lB2wmR6yMmtOxyf3KIoJqSU6NsN3jeEtqVva7p+Q9eusqz/kmZzRWo3tPWK7eaMvrlA0aLpUXhSkv9idny1StjlZekwJqGVQIRKRVCBqoT5zDBfWKoKqpmiqAKuSCib0Fq6vfouEoIs4jFIXogCZYLAyrnLbeBdhjBAw5YUNctVT9tK/VNlOZQQEk0bOZpXtHWk6wzoCQ8ebbi6bNG5hTT+AiYaGaC5DptB3qSkAyTFSEieulmyXH/Eo/Pf46Pz/xfb7m2i2qCMJykxrUwqkwVzsK2GiRYFcUahb+H0gpTWIl1uNlxs/phAnVVEK1RZUOgSnUTmWSmLVoZK3xQCtb7BxD7HtniFFBOT4rMUag6d5eGHD/nwnfucn59TTSruf/yQs9PHGKM4OjygrBwffvShqLMmxbyY8KMfv8vFcs2j8yV91BxNppyc3GazfIxva0JeewdOms6ltBg6tusrFodHgOJqecnV6oqkE8vlBYqItVPatqbebNBsKa1iu1nR9Suca9Fqg+8DhV1gNMR4Rd/3dN0WHyLEgqbYEsOKFJZAQusbGDq6/gL4gNgtKat7GBWYlJbgkwSHZJVlZbJJ4S8m4LnuVL43xkYey/7f0gDajLyS3f5gXGQHxCgNCcYAUcN6s+Jf/5t/xd//u/+AWycTKSVrK8hLEkTD97041A9Ktvl4YuZoxYHEzKB7YGS+TNkHyYs4YFUaqkosI2IU3piIDSaCj7k8sDuXnehqvPbvgPSkJHYX3nucc5ydNVSTibQrTycsDo+om4aOxGq5panPkXKUNGNopHRXNzXGdnx4/z5N10q5gSFoHItq+Yt/ynySBgRsKM8rfoZP/dy26XyRr9vOikMl6NqWlKIQl8nt6XmxFV00aU231tL1rTiTx4CzThZrhSC2Cpwr0GGHNIgSuZZW9gwqmqxQPnyHVooURVtmUlWZYyMco7oW5eCymjCZzTGTkm/+pd/k7PQR26tzom95/+0f8Py9uxzceoE+WYwrIAY0EaUNRimCCtRNTewCZaHQ0XDzYMHD937IP/7f/CbHh1OsicQQuX//Ib0q6PSUi80G4yaoQkR3O9+zbVqMMRTWZRQq4lOPNRJ013VHSgprHJBwhaGaVBhlsFauscjVaJFgyEjPoMzcjV2RekRwve/p+4yweS+817LEuUEeQmwm+v4vSloeZwsYjUTZDfNBgn1n6ZILLEnzn/z6b/K7/7t/wrSYo6ImkQhB4N+2a9k2mwxbeSDRd4G+7ai3F5ydfcykmpJioqlbjNYczhbMZnMCkdivCKsH3P/wDd5+609Ybc7RbsL88C43br7M7bsvcnB8D1dOCLFnW19KB1UnwU7oanyzIfQrUlxDt6Q9v8/5ww/xq3P6ZivIjRKhI3REmYS14v1kXfYRygrH2gRQkhUZkygnimqimU4Nk6mhLDXGxayRI4StFBLBi+Pw4O0VA7ntXYIck+QOqd38S0qKFBXRGzZtpG56ghdOrjKCrpGzyemkxGCot57gKzbNgn/5r99iXcccJuTg6hlvIg0Q0UNpX0VQ0sIfUk/Tr1hu3+PBxe/x4en/k7p7E2VaOWctbY1RyaSglCKGLGePJcYeawqO519gnn4ZywL6SBffh3gFqmXT/oCHVwarCgwO1F2cnaF0QqvAIIRW2EOcnVH6Q0r7EgnPxN3FeseH73zI+2+9R71paTtP062YTKc8/+ILOGtwheP09DHHN29jcv39jR/+iGI651d/47e4e+8eN+++gI4Nk8khR0e3aLdrQu4oSBhZDLKUQNdu2KwuaOsbTKcLglZsatHM0EhX18X5hqLQFNaj0hYVIiltSGmFnQO2pm97bIJoOlI4J+metm1QuiAFzWp5xaRcU68ec3Comc08oU/Mpo62PWdxWBNCi0qJwmqKZEm6GJVUh/r8s+6w2ZWxdt8zKiw/pZK190lyYWUMtnf7yUFU/rxSudycBgsZQQQePXrAu+++w8svvCQIalSZnxAybzE3UKCklJOtK0IM43/j4hkiXRAl5RRLFJoYDH2XRpE4HzpBi1RGa6PKfBc55uu6Q9d/14MxHYJUBD8IsMr7tluRTDhYHIFWrLcb+j6gjCWAOLNHIQhpYxDtL8/F6oIHjx5J6WrPM5EBPUs7Uvin3Y6hw1e6ecebuIe+/dRh8HPZYhwaYbQs2qXD951wbKwE8sRErz1N24LSWGexzqGVGkn6CaQlPZeRiqKgbWtSivnZ4Bp3VJKNDlcWo7/U0P4eY8hIYMIaSSD6LBLow84Qt/eBqBQ37zzHZ17/At/749+j6xvajeLN7/wpv/pbt6iqCW3SRJ/QUXSWYhbqK11BUD0oUWZ+7523uXmo+e3f+GUWiwm+27Jcr0Ebkiu5uAq4+TETCrqks06ReHWhFMpoJm5C29Q5QHfSjm9LSNKhZq2mKKUUFUKibRqW7UoCvpiFHguLczbHAxC8z9fIjK30fe/zMzKIDst1aduWtu2welc+/LTtp5e0SNkgbaiz5nbLT0xxckF9D7duHPOP/vf/hKPZsUhfR4/IWvWstxu22w3T2Yy6rqVOlzx929Nut1xePGKzXnPv7gvMZguMKXKV2NP7LevVI84+foP33/wjzh+8B8pwdHiHkzuvcPP51zhY3KQo5uL9E7bga2i3hHpNvclKtptz2vVjkl9S6Jbt+ozYb5n5GlV1eB0J2bx0NCQ0Uk4RdW6fzfmER2NSbimvFNXEUU4UroqUBWjriUqhkiJ6RZ952Yr9SStfaw1KR4zTiNTA4IqcpzAlVgq9TzSNzzod0n5uDFinBOVRimIqmWHsweiCZA75l//qPt/53iV+0MLQajcLPcstc2bkx5SDt+zm27esth9zuvz3PF7/K3r1FrboBTFQUfyrlEDrKQ6ePANpUwLoibnL8fxrLNznIRjSdsV2O4d4ijYi4r5tf8CjZYHRU4z5Js5M0NYKgS/2CCkUrLa48hbWHtL7liIZHrxznw9/9AarqyWr7RZbOrabDb/81a9ycXlOSlLDnx+fcHl1hbWOH7z5A5576TVu33uel197ja9/4+uErufdN79LNFOUFT5Z71vRb0J0lJRCZO+bDfVmyWazpKoqMcWLnqZe431N02xZLGb0XqQPnPakItL3Vzi3FSjYdxA9ROjbLVpfYgqNShIkWzOjaxv6dkW7qTlcBGLXoKlwqqSPGqUu6JsLTDGXCZQZSlkJlc2gsKx/AYvV00qveT7aIx3DftlqeI/8/VqAlP8mZQxG6v7gySX73Cm5P3r0UEqURSUk3UF1OYWdB1OCLuWOUcW1QGT4N0bo+0DwWiQhlMpeWQGSJIB92xN9EDK41ljjiBGsdVkoNY2lk+E4dpoxg07PJ4Oioix5fHbKfD4X77XNRviNfaCpW7GmiUMSFNFKE5Kn6zsePHosEiNZi4hcTh6uIhmh2F3xgZPzyUD12u9P3qZnvHnfEUIYdXREN8fm8lFuHMik12ut/kDXd1hjM6/S5JKMcHYmk8lo3TCAAd7nphjvaVtRXHbOCTsqStNMUYip5iCZMpQkY/DU2w1d74m5Pdd7y9Vq/f8n7r9ibMvS/E7st8x2x4S5Pu9NX5nlq8uxXRWbTdM97OE0NaMeDvQwkuZFD4IAvUjCYCQB86CHgUaQBoIAaQToQQ8SIXEASZBIQhLJGZJt2ZblK7Oy0t+8Psxx2y2nh2/tE5FZpg15U7u7quJGnIg4sc1a3/f9HSpFTHQ899KrvPv2GwyrJ2gFZ08ecu+9t7jz6hcIo0z2KmsxSVFocUevDir6cYNzHdEl3n3rDf69v/nzPPfMEdG3nG82fP/1t2kHCHrBph/pVckYe5IRtZpMteTCCQd38iYS/5yisPtC3ebXTtNQlSCGSLsVkvxehp4SYz8wugFbFHvlm/d+H/HhnNg6zJoZRVNk+XnKhHBLYe0e2v1Jx58y4RGp5oWDaP58vpfVR+5WhaI0ml//tV/nC5/5GVKI+DQS0iTzdmw2m+wq2bHdrMRzQkPf7dhtzjk7e8zR8RUODo4E9xxaQhxxrmV18ib33/lj7r7zLdrtOdo01ItrXL/zCW7dfpmmOUQBrj2n256zWz+m356yPn1E9D2GxL3338QNK1TasZgbyjLhx4GyEHNB2xiWxw0pBWwJB0czfBiERGYt4+jZbXv6YcTY7IppE7YAaxO2DJIAmww+ROIQpkzKDOXIeTJa5ORitqfRBgn9LBI5DUiSm/MGD+Cd5N8EL4uwthIRoZR8r9biY1QUBc473CjEuSEc8Pt/6Ph//f0HdAOyYWlPjAr1MURL6OyyfDFN0sQIo+tZ7x5xsvkmT1a/TTu8gdIyvtVa5eyvPBaKCaMltDWZtIfuCrPkyvxnOF5+gVl1ixQHxnSNJtwkuEeEMGZYrGW9+w4pVVi9wOgZtriBTtXFDEBdqGBMErfbt15/jSfvPubsyQnr7QpsyZNHTzg8PObeoydcu36VZjajKMWAbLVec+/+fX7h63+F7W7gc1/4Ii994mXKuuL85JRmcUy7O8PYOdrUpLjNo++A0sIJiMHT9y1qe8Z2e8ZisUSZgna3Ybc9F4hVJcZuR1lBYKS2id3mFKVWGD0ieZ8RP7ZQ9Lh+Q9M4xn5kHCzKGgI9IRqGbqDfjYxDD+kcVVyDWDO4QzQ93p1mU7UCaw6ITHb8eeqgNObj2rE+clye/OQZx0993eX5g1Z5KgP7glyS15NwEifoyBiqqpaFtihILgkZUynGMWQZckLHSXqeZOI6bZYZ2ohJ+C2iUJUuJiEbgE+KcXSsV1tSkE2jKAIpQlmmvX/PZJMBad8NTxvt5OIsvJSYlYcJ7/weIgghMI4jxpZ0XbfvjruuJyMCU0wcEAjJsdqe0499bnQzFLQ3YM3nNcOBE+QmZogXU5t98fUj/dVF4aM/BmArZiJxWZb7jdSPI3Xd7N/juNvJ/a01xhpccLjgRPU0WwgPTgWqSu8JyOM4CAk5RKqyJET2LsDTUVXiNWatpaxKUesWUnRpLfFD4zgwjo5xFAKv8zFPgWV6OJsvZDKUIvXsgFc++Xm++8e/y+A8RZF48/XvUy2vEGyD0gZb1QSVCElMDVWCvm8hRYb1Btw5v/SLXyCGHX23xbnItnX4WLFYHKJ4zNnZKSerlqKZUxQlTTOnrKTA86PL92EkqAtYKiWHT1GEPtEQgiieS1vtpf7jKKIlW1imLMwQIgk5b9N0DITzNBUy3ntMbpiVkvgXULhxFF6l+sn30U/d7eIEyzJBEfLxxY2pcoyEmA3ppLj9zLP8nX/nv4GmyA6SUVQJSKZMQtQPdVmwOnuM+F9o+nbNevUE5wZu3nwGUIxji+vXbFcPOX3yFh+89SdsT94S7xCzgPKIen6EUpHTx+8ytB39bovrN3S7U9r1Y8Z2zdh3DG3HwaymXZ/T1Jqm1qgQSEHRzBqsLcXe2ka2O0lPRyfW7Y7ZvBD5dydFW1SBqlEYo3LBI9bZ2kjERogOPyZwCWvBhAk+Unk9TkQNZZnTp/P4MwaXF095adJJFqkkSoA4XQM19RDiWm3shOFDUVhi9HifGEeDTwu+9Zrm//pfPOD0NJIi+9ezD0p8ysclNZnwExw+9Gy6h5y13+fx6nfZdN8lsZOIkmQBi1IDRidi1OzVH4jZonAAFiybz3A4/yLLxYuUZon35zT1IfV4TB+twGExF4PsWHd/xAfnFcaUWPtVmvIKhprJnxZtZPzrAu9+/4c8vHuX08enrFYb2n4AM7I8POLo2nU++/nPc/3mLWbzGUrB2ckJi8MjqqbhjR++xS9+7Ze4c+dZtNWEGChsydWr1xjaEx5hSKpAmRJrJVhPk7IkMzAMPZgtu82K4bijKGG7XbNbn1NXMjHbrHqaRcm144aTk3tYteHwQFQTKlnGrqMsAt6dEVyLzsrGFBdYUxHDQAiGk9NzVCZZqnRCSgbMjNEdS7ab3+KSBnskGWXa7qeOpJzS/NSR0ekX5OnypbUpvw0Ucf/1iVj7UfXPhxfDDOqqi1iai//L658xPH/nBb761b/EYr5EJYXzPeR4iBjludQx5c1e3kNKmTOqpimUuKOHmC45Ck93nUyIxnFgu9ngR0nqni9miAO52UMaWl/kBIasbq1UyeRmPDnO7t3mvcAobdexWq8IzrHNMErfd7TtjnEc5HtI+f3Jz4l4du2Kk/NHhCSF3IStK3XxPKe8D0wFzvScXlybjxTD6hIXK/04tODpHXVVCixVyNYXY8RniCZlQ0ifCcPOOfphxGUIrDCWrt3hRkdR1YzjuN+Ipz+xqipQSBzC/v5jX4BqLZMlpTW2yJSOeKEkHEdH14nBY93MqBLEHFuijcFogTfLsiYqzcuvfJaHd+/y+IM3SWFHxHL3nTd5+dNfoFksSVEiH5pZgzWWsd8SnMMkxeN7b/FXv/YFXrpzHeVXdG3Lo4fnOA9Xr93k6rOv8mhr+eDRG8yahnXb0qYuF2dVvuYC4RJFgRyU3Cc+S/21tnStTG4KK6ozrTUHR4dSeGcStw9eJqf2wlFcChnouxFSyK7meRKWM7RiDJRlifeBzXbL2A8/9fr/2YwH9eQxcdFJ5S0oFzzTY6v5G3/1V3nx+U+gkQh358assQ+kEOnbDqMUQzdy+uQhSgWsbRiGDdvdOdevP0NZ1rRdx25zwpNH7/DkwTv028ck7xmj4fxsTVkMHBxqujPHsLpHAoahZxxGxr7Fjx0p9kIyNgk9L2njSKoKWh/YnTuMgdlcU5QDVSW21s6D8y5L5RIxKMbBYUtFVUNTlFKtpilSg1z4iLJDoYiEPS/HOUk+nxY9GTlDUUnW1RAj4xBko8+cIW2VcHhMIiHO0gJ35XOe+QUm3xgh5KVaG5wL2Eqw076vePOdmv/3Pzrl3fsR5xH+gUpEBewTwJ/usZepitCTmEYGd86mfZeTzR+xaiW5HO2lO1SeybcjIeoXrSeVi/zN1iyZ2c9yZf5XuLr8Ek19HY1BpcSsvMOyeZY+XmMczonJZVw9kuKWk83vUdolhW2w+stC8EsCaUXkIXrr+9/h/ltv027WPHp8l3aIKG0pbY2tZrzy6c/x4iufYr6Yg4L33n0HUuLRw4c8eviQX/3VX+XK1ZtorSTZd+ipCsv1G9dZnX2A0hZtRB2m1SALGdJehyBy/RQD3g0MfSeSZjdmNUlk6DpijNTlIV27I8YBXUi3VRjwvYzvFS0hPEElR1lYvFMkWkwqSanIZE0hdLe7nqY+wQ2KoO9g7AI3zIQUPS/leZArKgGFeVp5WR799O6hC57Hj+vgVH4Pl2Gcy9/3I6//MR9fnmLn8BCS0rz04kt8+lOfoq5qiBC8QwUPKHF7d1O2W9qbgSoAMxkZTrJLSLlwUEpn3g/A5CLu2e5W7NoVs2bOBclZ3tvlaIDJ3E4j9h5kCA5yGnbO/xqGAecc292W9XpN23XUsybDBSGrvNI+my7lxgLEiuPk9CHD2Mp5UYrL0KK8/lKuV/5bftKScvHzL6Zsk3fPVKA+7WO72VAUBVXmXcWsnnJaeC7OyxqEVtjCslgu8EH4JNYYovOQpEgesoPxFG1QF5aYIkPfE7jIdEwh5rgQLWhG3+8NDFGJ0hbUtahXq6piHEehJRQl1hak5EVB53yeYBgppqOnMCUvvfIZnjz8gK5fE9I5ww9f4/D4CrfKGmNrjJHph4stzu2w2pKGkc3pB/zGv/Ub2OgI3omKy0eMLnnu9vMMKbE5O+XWtWucdJ4hyDputCYGj4J9ZpbKXBuVi5CisMxmwueJIbAslygFIUWGYdgX5VzyCBzHkdlslt2sBQ6UCCC5x7wXawCBzCYYWQpJ7z1GGw4ODuj7/ide/z9VpaWU8CUUFzicfDHtx8FEUEZTlXP+5q/8GoUyUty4MftIiNtkipG+3VAVBUPfcnr6AEXiytUbaGtYHlzlpZc/xWxWs1nLxOfhw3t0XcfB0Q2uHn8arSPf+cbv8fD979M9vsfR4SHN7BhlhN2N1tj6gGp+RTaHvEHG6Il+JLoOFXp2Zyf4dkOMmtJqFkvF8Y2K2UJO5unjnpMnHWEMeCVV9aA8EKhri7H5oVXsi5V9iGiYsrtkROyjPNhaZb6N8LfkZsgmTRrpMqMCnUNWAzLN2BsFZ0JhShnyCQmvE1VWcSkdmC8qtIZuLGjddT54coXH5wHvO4zVImWfFq6k9oXs0z2ydDZBUoGYBrrxjO3wDqv2uwzxAVoLtAnkeNjsfJsSWsuiqKM4ahp9zKL6HIf11ziafYXG3kFTySbADGOvMm9eoYtv04a7eMb9oqxNJKo1j7e/TWkPqOwBxn6W0iwwSYGP3H37Ld5/8wdszlbcvfseQwqUzZJu6Cntks9+6S/x/CdexdqCvt1x7+57pBj4zje/CVrz1//aX2d5dEzwgb7tGcMISlNWFdF5ZrMFtmio6jnBtYzRQYxZSSY261olvBcn767dstAlpdWMrWOMAecGbFmRvGfbbaiKxEggxZ6jxRX6bg3qHFus8P0KrQODqSBZEo7RKSRIUgL8hmHELWuKAkI/UBiFrRRRF2jVkfoN0R6iyhGt55JVRsxu6ZD0U96sZOyQ16KpgJZ768M7rNr/98U7uuSszLSxZjwp77Y6Q1g+JWJSmRSvmTUzzs9PSVGCNJUWmfG0KRFj9oKKe3J9acUvXLxy8nMd0/7XTe9w78yLTMm8c7S7Hbaw1E2DLi26LEjaMGa+ns5wkqksKiqCk42CKHA2Wp7pbujE9BKZIoco13jsB25cv05SMPQDXT+wWm1xo4PoMQpIEiex257T9Wsmo1mZ4ETUftqWr0eSzTzm9Svsr0jeHzL3cz/ZilG4fBNknwffH0eW1uPHjwkhUpWV5FUVovIpy2pfmBprGb1AWHVd45zb/8UxIeRkJ35FOpNrtdaMSsI7vfdgLHVTSaExjLjRU1YV1uh9mOjoBowVB+fRO+EPZsXRMAyE6FFR4E0JKRW4KyThIHVdJzE3zYzF8TVO7m0Jwwi25Y3Xv4sta2bLK0StsCnSlAWmFKHG6vQBX3z1Oe7cWBLCGqVhvevZ7jzP336eG1ev8Oa9M44PD3C15uT+CYvlkt2u4+TkBGMMi8WSuqmFmFwKopOm51EqaBJBEszzRM0PI0bLmiP3pjxLolTLTWcuhoZ+yI7VUnt07Y6yLIlGBgIuQ14xOrzzmVZgLxqMH3P86bJ0YFpULrgO+akVBmn+vOHOned48bnnid6TomYc+0yyk4Re5xy7doMvLJuNyMxv377Nc8+9SN0sqOoZ8/kS50aMHZgvjnnhxU9hC8Pi4ABjaxmhV8f88OAq2/N7wrSvj2gWh1RVjTUltqwxphR/kPz+E5HoB1y/pd89IY2nPHj3B6wefkDcBjyaYp44vGaYHSSOb8643S64++6WJw93+BApvcwqtYrYqHMkhGDpSU1ZMBKClpLNF0+8ObSRqU5Zkvk+2etjmtJkgXjS0nXoacXOsRMpakIUuCPpREDSYwsrExCjFbOZorKGYVSM8ZDf+5eJv/v3vs8H93akqOWG0hD3Jm7x44G0mLD8SEQe9GE8Z9e/w+DukdLARBSdjNv0BF1MUzStsKqhKV5g2XyBRf1lFtWnmZXPYPUMnQQ3RhuMqZk1dzhIn2TnX2M77iTJOQZsKZ1BSCc8Wf8ms+ImVh9imxdJQfPg7bu89dprPHp8j/sPHmEKS2Uq2r7nmTvP88qnP8OdZ2+jSKxXJ9x9710O5g2/81u/yeLgiF/5G3+D+fIAklgv+DDkgLuaEASbdz7IdE0Z6qrB92vhXeSOUOkCpeWZ6bodu+2apl5yeLikb1f0XS/eIQpSHPGuJ4aB5aICRrbtCp02FHaHdzvajWPegFMepcWOXVvFMI7EuIQ44MYBdEmiI4UCVI9VW1ASCbLanmHVLZHOZ5LydJ0EXnr6TsuXf4PKENRH77HLUwKFZmLWqg9/I/LOJ7gpTyGjJKTPZg197yhszXKxZLfZ8sYbP+DnvvTzTHlK4+hkI5yCPJGCYyIUizGqFGYxc1ouMqeyO+zEgcqfH0fh0hyUh1TNnHK2ICjL2aZFK8O8qVnMaorSShByjCKIUAKZeu/R1uSpzkjXdRRFSTcMtH1P1w/CIVTQ9R27dsPZ6pzNZnuh5MqnKISRk7PHTK65k/vth489UL0vKWVLmP6lLp34PZnn0jRHGi8xloMf8wv+tR9uFHhKzo2E3kYtCqnCWlBgywLnR4l+iZHkAy7K5MY58ePB6KxICux2O1JKVFWFzMwjxoq/Tt00uSCWny/ZWpaiLCij3fsoudGhCpnWTwrAvuupmjwhTLLPaCMmiUZbirKUUNuq4vYLL3H66B5xFBXm6ckT3nzjNV799OdxwXP24CHr81NG5Xj++efoH97lP/jv/tepS7DKEnzgbL1lHB23bl1HGThdbzi4cpVvfuN1lKkorQFUpmBo5ouZNCFaJPTkiYuxonYDKfQPDg4wRgxfy9LvCxyU/KyyKEW9VlYoJYaDznuMNZRFRYiRcezztDTgXMIUtUyYjCUQiFpyyfZh4j/h+OkFT9ovCZfmvhejyf3wOMMNd+7cxmhN8B7nI+PQMyWJOzfQ95K2m1LJ6Dy37zzPyy+/wsHBNcpqTt3MMcbQALP5IYvlMX7sBROdEPoYuHbbMF8eo2KPUpp6foQpaoyt0MoK+VMQESFCZUJUSj1hdPTdGre7z407L/HdP/7HDOuHRBIP7nWst1s+8ekjrtxMqGbDc69WHF9f8vDujt15oG9hux0pK01ZaYriAmoS5n3KhL0EKmAtlDWUFVSVKKmMUSiT9mPwafpzeUXXWpGVf3vfHYG1tMjPc6FjNdR1SVlbYhokHDDN+OCh4f/5Dz/g7gfih5AwebIj42r5j760ATy9Q8I8EXguOPpxw667x3r3BqN/DCqhuUTAnnyIcuCn0iWz4gaL8mUW9edZ1J9nXr9IaQ/E6j9aVDJy+nTCFhUxXWUx+wwL/0M6f0KIGylI4wQ7OMbwPg/P/xG1vUGpDE8eO177zmu8/dYPeXz2GFUU2ELz4OEjPvuZr/DsCy/z3LMvEd3I7vwxb/zgdW5cu8Zr3/8+v/D1X+LFF19EFxVoKfYlrFHG1yLBTPRdl0l+Chdyt5yfGR88AYW2iaAsOkLX7ui6FhAOCEpTlBVVWRNiZLNdEeJAZRRujJSNpuse0dQtzrW4IdJ3AY0mBidkWi1NyOgV3g+koNhtWqw9kimBAmMVdRVZre5R2jNiEpNNnWR8j8lT31zoa8xPuwX+lQ+tLlNaL5qLD91nwB4CYpJnp0tfzTDKR1EXdfE5P46UZcNLL77McnFEt+s4OjhgdbbmfHXOvFmy3m05X60lewlk0VcanWXnPochS+pLJjFrI89ASlnNFPNzofZwrw9SjDofiFHTdlLASH6gp+1XrLcbjg/mzOpyL79VsC9YRHklBU9VVYSU2Oxadm3H4EfqqqQbOs7OT1ltVqzWZxneiigjG3KIgbZdMY5tzllVXO6ZZbavL87qRPBm0ndNnCr28PuPnnBZelQSBWt243jqx507d0QMk+OGjBECrckeSkVRYMqCKQNrMhMU7kgW8SiwWeXlnBOTPa0JPjBmT6bRR7quY95IRIVAVQ5dWHSMGKtz8LRMDauylMLHi5eP0uIHNcFiCpkslVWJLQqCTzLtQIKsl4uK9956g/OHd+UeHEce3b/Hycmp7NSjJ8aRqCPnD97nc88d89UvvkphwBQlm+2akydn3Lr1PLODincf3qM6vMo7b75D1BUSXxX5cEK53sN9TLYLUSBeaaZiVjAm0iB8He/jXn3lgqeu6v0zMQwDVV2itN4r6CYDx6oqZFKUs9CsNpSNTOX6YUShM0QbLk1/f/T4s8nS9/gteUwF+zs4jyONNly/cpXoAy5KheacSB4TgWHY0fcds/mMK8dX0bcKUnQcHl3B6JIi/4F+wsZDksyeStKDLQoXvEBAuuLKtRepq4KyrNFljTaFjJCNVKFCEpvS0yURPUUnhnR+IIy3iP1ttptHfOP3/wFGJw5mBVUBD+6e0faW28/XlPNINYvMDyoe3x1YncJmE1ivpJpNkJOvybJ1UW0VJVQ1FKWirKCoEqaUjcTYLDvPWVjS7ExS1oyJKy05RwqwEW09pkwURcNmLRb1x0eJ0kJSBZ0b9h1qOzT84e+PvPXGiA95TDT5ZKgLWFLxMaww02/KBagLHcN4xq5/l268S0xDJutm+E4pTA6Xw2hKc8SseonD+nMsy0+zmL1CUz6D0XPAoJJGYYSHEAEMWpUoXdDYlzkKX2E3vE9MrxFDL0OtXFgq1dONr/Hg7B8y7FY8ftvy/v0T7t5/wMHRVbS13L3/Pl/84s/x0kuf5MbNW/RtTwwdr33vW7z08stsdxt+6Zd/mcXBUb6OhuA9Xb9ju12LrXvVSHc4jrS7LUPX40ZP13tsCjgX8c7j/EjSipAUxipiUDkbp2PXbveLXVUahn4L2cAzESTFnIRzLarcsN2dUduCsZPMGefl2psI1iRQnhg00XW4AcpCQSxIocwFu8KPHdGdgxlIsReeEFrUOtlUaVJq6afs56Qu/eejhc70ig87L1/q0PYfyU0Yc/LTNN350C9Iic1qA+EhL//8J3n1514ljJ55M2ezaTk93dD2PeM4ElLORJqyxDLkRYZ+ghcHdiN4TZZAyYR8n0aOhmRISrr7tuux5QxjCobBc/bghCenpzz//AvS+Q4d56cFd25eo2nK/e+rqlK4PKS9UhPEUG8cR3wmKqcU2bW7ffPZdbu8UVguXJwDq80TkvL5PV6e1Kh8Ji/2A/JUZ1/0pKl4SRnmYF/0XGSu5Qlu/m+JpXj6x3y+yATxcT9pqGuJlBC6QMQNjuAC/dAL5ypO00O9d54ex5GyLPf8nUlVVBSWqixpe2n2gw/Us0b+fq2JIHEW+e8uC0tVNVJUeS/7iDFUGUpr2zZz9aq98eGkCity2nk/doSx4PmXP8H69Alx7AjO0/stUbWypgIxjaImTI5f/vm/zPGBxpaGpBOnZyvGfuTFl19iNzqcmfN7f/QaD1cBryy60JmLNIgqtahod10ORBWjwNH5LPEXBZxWF+7faW+nIFDUMAic57zDKLF52O12hBhommp/343DyOnJKVVdMp/NaJpaGmGvSFpanxRFEm+MzVylv6APz4etpC4X6ReYbowJZeTGtdbQ971khsSYoRzFOIhioK7r7IxYURQ1TTNjCmYLYWT0gZhVH32eDumMbavgJbwzSoK6Kmuq6pBmtsAUVjqQdGnBQ0m+TZCUWhssKdZSYRqFV4egLC984ivstu/idg8xact8Flgc1CjrWZ3tODguaeYKW0DZNBytEpvVwPo80raRcbjoI20BtkgUhYR3lqXGWpWnNBG8OAyHFNFW0s6NhjwpzEWlsN1TCsQUKIymri1lbbCleNH4OmGLEqVGBucJqct5PQ1jPOCtd2v+/j+4S9tCMgpyRy8oQLy4junpblIXd4ss9CEE3NjS9+dsu7uM7gydMuE7CQlbqwKjZlg7p6qOWVSvMq8+z0H9CZriFlV5Ha1ngJhWkfLoNAWE26EhFXuX0sP5F9h279AN90AN7NVYMp8g0rHq/4huu2a7e4YnZ46ivoJWmkcPHvDlL/0cz73wKermgO16y8mThzx+9IAvffkrHB0fcuuZO1hTiFRYKYIf6fuW3W7LMEguzDD2hBClyNltZbEqS5wLDOMISaNtie92KKuZ8nNUivJcDC3b3YrD4grOBTbtiuB7FssGYwpStKToGYYN1vZ430kg4pAYekdVJdKYiCgqlROtXRJvHw2FBW8iPjjcCD4mCq0YuxUqtmzXGygP0SaiTWTvRkx2WlYfQ+mcPlzm6Gnkmble5Cbh4riw05DC5gJmURMel3/oXjpNwtqC5eIKt248x3O3X+DWtTsyDRgdu63IhEfvpDHLxOMQoxBJtcmcvSDz05RyFt/kzp4IicwRyvEoCNyhhKDDODqOr14jobn/7rv8n/7u3+X7r7/Gz//i1/n3/5v/bWxZo6wmovFeyH4S5xBwbsS5kbqWzbFte7bbE0IIrNcrdtstBwdzYnR03Q43ihmrtECayZhxdD3j2JHw0ohNmXWQT9alc5obtKnguZiepUvnNX9OXfwMxcVkR8WpePrXftf8mEPeb1038mxm0r5WimTE62Wz3rHd5ue0sMxmi32+E4DPsQfDMGAzTDVJ3K0Vg8IqQ5t+dOzalrIq0UZT2gJTiDOxNTU6J7N3XUc/DkyREpMPzTAMWfQj1gRudJCFECEKlWIcRmxZ8enP/Qxvv/Ya25MBXCTpJAG22mbXb4+OkeW84Ou/8Fm0HkHVRDRPTs/5xCuvUtVL3nuw5h/+1jf5zjunmPkVXKqZL5YUdU6Az2z7qZiZindjpGiWqVmFcyPDMEiTkadkRmdYryz2RPy6rPbFZ/CeGAskV9DT97JWGm1RWtF2HaU1tLsdZVVjjPCBopYEePk9/yrGg3mEtx8MT3LCH/nchIVDWZUUKKzVeBexpqAoDd4P2ftFsne8l404JUcMPhsJyYns+14caxWMfcfY7YjJiyw8KawtWS6PxRk0O12q6eFLaf+epqdNR4jJ5IdQE5XGRUu5fI4v/Oy/RalXxPiY4O4zjPewZgdhgzaSvmqsZn6omB8qrnmLd4auTfRdYuxl1BdzkZIbRTk3Ubx3YpA0rJCgrGSVLYyiLDWmkK6P/H1hIu8aiahwKeI6UH3CIFkm0UdGlaRwMgLjhTDngwdX+Hv/jw9494EjFVJJKRVRRrrO/UWLGa//GIY8EUjKEZNjdAPjuKMb74NaCwdJg1YVliNmxQ2q8gaz8jZl+SyL+mVm1bNUxRGaBpUqSZYm7BeLtL8HJb4iKU3CYPWMpG9xNPsyu+4dNv2OxI6QxKOGvPlHtWI0rxHslqu3Xubh3YH3P3iPn/u5X+LFlz9JTJbtesOD++/z6PH7/M1f+3VefOkVZvP5h4afvm/Zbtas1ucMTpRXk5oqoej7gWHsiSFQV6VMfuJACBZbVJicr6MBkzcyQtj78hzrq+J0ShKMPEkujXBEAqgBpcTgLPpI9JLBpYMiuEBRGYYxQglWaQojC4A2gaqBELe0nSNSUc0dMTxgVpecnJ+BvUJIGj1xgJTeb3BKBdRTvpEmRaJwXi6mA/t2Q7EvaOR1aT9NiJfueyn6s/BcaSarvKR05tslFvMl167cwKqCoXc0VS2kzKDxoRdDuSTTAKWNSLZDwhqb1QX6wrwuB2qaJOfNh0hIeQKlsmkgOhcsnhs3n8EYS9u1/PP/8v/L69/+E+pmxp/8we/zpS99mZ/5mS9SVDVJyaTBuRGXN8rJt0QpxenpKbtdSwoRazTejVRlwXw2g+jYkoRzEYU9KCKMSEpeTOmiTIsu1yAK4RdOi1u6VNEo+Agd8OJ+kGJpagunZllNiv1L07Wn34BNcQbiZWT20mfxfxG4JqZIWZU0s4qyKGlmczFhDEFoCylJ8ZI5NBN3bIqQCCFQWglH7pPYF4zOUZbZ3DBJjFLwHudkoxYJ/ICxFmsFMhKvoIoQPNYYZnlA0A/9/jq7cbwIKTZw45nbdKszVAhoo9GFwdpSLAyCR4fA9SsVz9w6xtgk64kyfOGLX8WEinVn+Pv/6A/49vstu1SiUgs60Y8ea5UoFdFYY6jriphsXrckF3Ey6nTOoZViPpvRDwO+70WUESN1XZMQIn1dVvuC8eDgQGJYYqIsLT5EmlnD8ZVjiOJBJ1CkhIXGNKC1Z4rwEIhS/1SWxp/Lde5DssF9h5T/k29mY42cWFtKtWfBOS+W6qOjqmaMo7gEj9oRoyc42QRSJnAppnRaMdHa7basVyci73UjR8fXuHLDSECac5gofBTpNmVcHVPcj1MnJ8iURmJSxFQQKQhqwOtDZoc/Q11ptNmgeITW9wjufXR6QvKPSfEM77a40KN0pGgURQxUSylkvFOMI7jR4MasnBgiMUCI0/ASlJIsHGsNZSPOzGJeKOczJYmcyHtJXlSBjJknZOE3JmGMkJatLXFpzslZwfdfV/yD/8/b/NG3WlpPhjomdcXFkqMy6+LjGSJP66Oos0IYCLEDeqwNKCyFOaQun+No/nkW9Seoi6uU9oiyuElVXEObEoVsJDGlnNkm21tEJLgpJqwWUzHJpDIoCgpzxEH9abrF1/HpAaN7c3+vpjwdSCSUXVMfrjHO8947p3zpq3+DZ559FaUKkht5983v8eTsMb/+b/8GL7/yKaqcd6NIpODoWyEXr85O2bZbktJYo0lewu76UQzeovcYA01Tc+XKMV2r2a48mpHazRi6nWSMZBsHlcTTIkZHWZYsD5asww6rNeO4JSWHNYFx3LKYR9puixsiwYstRFHIc1JbceguTL4nQ0SNslCEFFFG0XZralMSYo/z5+w27zPzx/m5PkTpucQdoHJqt6iRUtLToO2pHdPao9UFIDspR/evmRocVC5qJLplX4upixJJCuPMRFEqezXlqQmKZ599noODQwpTQtLS8BwssVVJP/b4MWSYQqJeQko5u2hq6KKsNWRZMnLbhSjnLmX2cELvCfVFWTJfLFit12hj+eM//gPOz54QThI+Wb79zW/w0sufwBrFTkNpwTtZQ0mJorDY0nJ+vmJ1vhLlnXM8OTtl1+44PjpEK5lA9V3Hyclj2TyUwdiY7Rt85lkKxB5zA3m5FLmY5lw0afJBXsPSpOCVtS9OVc1+ssZF7bNXZ3w8a9E4DrmICHt+zMR/MtlgsqxrvBfzxrIoqcuSvh/z9/dAwrlxz5WpqgoPmLJgt9sBZF5QzpszhmEcCaHN6j4twazZYkAgMclRq+salORBFTbzepQUahILovduwkVRkCIEL6qtpBLP3LnD3Td/iNIOZTTaFiLeiR6rDHVpeOHOVV566Y7oJqxFYWmqgr5L7Lzl4QaCXaLRMqmJJpOGyz3kVJcV6/WKruto5rM9GXuiskCkyVJ7o3Uu9gQbnJoBhRD1vfc5JFfQHqMNCk1ZlJhGnJ3HYWC322GtEMHtnm8W9/Bx37dYW+Wi7McfPx3SyiZ5iWnBmdok9aH7UzrsyNnZCX3fU6YKvLwRhWzg0w3mRi88Ay2mROPY4rxD3IctTVVRFAVdt2MYWmL0bLdr7j98wNB3OO85PLpCYSW5eByFlxHTRX83BZhOb05IyxFweCep7F2/YejXlKXFVjexTYMtEta8hFKnkB6g4mPieB/v3ke7u5h4SgxbwFFoMUtyo0epKDivV7gYRU2lLd7nQEglcuqyMlQN1I2YBSo18YCmrlUcWqfOWRjwMr5WSnxbtCmwE9k5ah6dJL73puc734dvfLPj4Ulg8IoY8kg9nxA1KURQTDwC9bFI0uW3JsgTsFH8j8qbpPQJrFlwOHuF48MvsGheprTXqco5mgKt5qSoiXhElxbymmlIEcbY0o8rXBDfBZssTbUkoTHJCrSlGuriDlcWX2F0b3PunwBnkk9j2JMDY4J61tHZ+3z553+Zo+ZFGZ22W77z7W8zuhW//rf/HV56+TMy1g2BlKXj/W7H2eljNpsN7W4rHkxKkpet1rS7Xbazt3g3EsLAOArcVR1fwZjA6qSn6GtScEJe9V78r4IjBUcIjkTEWoPWiqHf4fyOsobRbSiNJwVPuxuETOgiWichNSbpXlNUgqPmzSYGgYxjkKfcOU90BTFF3HhOGM/Z+i128SKJBlMcAOV+n9Iq5synj2ez2t9Nl8fLKk+hJ3LsJQm1jO+SEP3JE04uplP7qUS+/lqJfcWjxw958uQxL975BOVkUJcCprAUSbxwtFLZJScXzypPksgBcMnIc60qYuZ3qAy7XXB3ZDqnlKKoCpqqJqbAYnnA9157nfuPH7Jpt0SfSLri/v37tNuWWVXSak8wkjpdleV+g+6Gnt12x2az4fT0jIePH7LaiveMMYpHj+5z8uQR56tT2tEBGm20TN9RoEbc0LP/U6YhzmVG8YeGedN0P1MJsm3GRNrbD4ES6EtBoWq6dlPhl3jqU0KAsiyASN+PmRjLno8zFSho9SEvmBDluXNjpDCGui5pB0EUNFDXIiCY1FplVdH1vUB3SjGbzSQ41I1iPFjWlBlyb5oGpczeCbuqLuTxRVHkYkDgWB8DhbowrokxEr2cs7qpSdFTLeaUzQyThDph64qysIRRMW49tYVPvfo8ZVXkPVg4kC5GxhG+8d236ILm4Po1YtRoND7Cut1egrBk7ZtS4JtG9uxd2xOCkzio/fkAksqhqz1GXaSaTxDUerWiazt88Mzmc6qqoqp68fXJMOAEncWg0HVF0uKDpJUWXx6lmc0aKmupq/InXv8/x4QnQ1aT+GFfsbNfaB4+fMhqdUZ5UKJtRVFc7N5KTRyfjq5rScmjUPTjDucdRVFR2gqI7NoNu92God/hw8DZ2Qkf3H2ftm05PrrKcjYjuJGtO8M7KTYicV/YTGP/6aYQtr1nHAc2m3O6Ycds1nDn9rPcufUSVbXIBCgP6YCYFpCWJG5gqxcozEv4+AbaPCamx6T4mEgHqsWUjhCdGE65iPOGdpdwg9iBW0NWcgmfacq5kQ3wIvNHpgWimtJagbZo1YCqSWrOdmvZnmuxONeB7aajHwwnK8P9s4JdtJTzkf7uA/w4XExzMoT3ocnxBZjOj88o+td9ZPl7EjVLYZYcz77MsvkEs/I6y/krzGc3qKtDTObnTAGhSYX94inv3hJiYvBrNt09Nt27DO4UaxYU6ZCjxbOSl6VLsDMUch5n1bMcz7+CG17Hu7WYECYgiGEjEaLecHxTU/oltB3rVc/rb7zB+XrH3/r1v8X1W8+y22w4PDpAG0X0I/12y3p1xma1pu1ameKkSFFJl7jZbvcBeMPQiQOpl65msVgii+8WU5SYooBeMrVCEkjLB4dOgRS9KEZ8yM/IGmsno0FPWWqc86Qo6eXGBEIS4n5RCE9M6TzR8QlCImlFURpSDCitCDERGBidZrc9JUZHYQdidChlMWZGoNxPYeXGFf7KR3bBf+3HTzYQnFyX1R7aVNP6xKXGZ5oLKTVVOfLvXPhoJcWH8AkdbhiwVlPXVXYhVqCR4ML8c4SDYoi5MdRchvpsJhFrUCWTS5f48sQ9tC7p3InSWq5fv8Ht23dIyrLdbOjGERfintMnChVF3+8olWV+uMSYiUgb2KzXnK3OGIaRx08e8eTxqfzbO8YQ+N7rP+D9999l7FuamUwyjLUUyhCdyyHQI6MbZPp5ucaZqAwCbF3gV2l6PC9P2qZVZZrsqP15Zv+/Uoim6WOl+Gnqmn9dh1KiALVZaVJmKbRSCh8ihTb4IPlNhZZJDEkUUeRpykQAr+uaNMVTZOsJneMoSKLGjSlhi4KyLPeTDe/FUd/EkAscIf7aosCNo0wl81ChKEqqLI8nxfy+yVYoIDBkpB8dioAtSuaHB4RhYF43JG2oC0W76dGlZVFZfuHnvoTVsiZN/AulCjbtjn/xJ99iMwSi3lBXS4yyaJWo80RbktA7+q6j73spQlJgPl/kotpkztiGFAN1PcNa4UqN40gKcf8zqkqK9aoqaeqaqigxpUUZCVrtO3FNjqWQ8KuqIngvz1xKjKNAfUVh99BuodWHqXwfOX56wbMfD0+LBRcPgRJ/BjGLFBO8999/h/fvv8uiOaBOYBArbu+FUFeUFkOE6ElRKue+FVJTU2pS8Gw3K/q+pe87xlFCEp88ecLJyQkkzauv3ODsbM3jx2eZma0Zhp6+7/fhayGIMVvXdZJJ0vd0fY+1hitXr/H8iy/zwouf5NbNZ2mahch9k1SPwXlCsMR4iNYNXnVofUCyR4zuCcmc4vz79Lu7xPAYazoZKZtIVSec39IsIouFJXhJK57CaRJJ4ANvhR2PRukCcViWOIXBa0KyOKcZ3JKzs4Z/+Y0tf/jH7/LoZOTa9Yo7tw85Oqx59/1z3nxvQ9cbNpuRoY+kKPIvk2BSkbFfvJR48Ch5S0L8fMpYBFNnLVh2XR2ilKYub8kIuZxTl0dYW8N+RJkNGSOZICcS/aAcIULrVqz6t2jHe2yGb9EP72DjdYp4Ax22VM3zqKKkLGfoqMTVWB+waD7FMP8yu81dXHyc/Y4COsm00DNQVAOF3bFZPeH7rz2gHzy/8qu/wmx+wLvvv8vtG89QVVeIMeBDohsc/RgyGZVsN6/xOSzQGEPVSJCra0d2240E5GlNVdUYrTDnp/hR4kNShti0toJTe0fyIybzeQpd4sYOcDkYVYLzYmyJccQnyW7TKlEk0Emj9UXackqRmIndSovLrEpgMys1oHExUIWOkYjRUZxYk8NKPofYxyuNSYYJy0pqfMo30bQZKkTRKJMFlScl0wR6Xxfth9F58pDvf6mF0iXurWzeel8AZX+rsqAq64tARFPggmdwPSEivxdxTDZKo7KUR/YPkaFrHTK/QKY+0qeLb4kLaQ+/W604OFjypS9+kfnykMenZ1y7doXCGCkmjawTt+88Q4iOrhtY1gegFKMb8M6z2WxYrc7YbM/RRlFVlsVyxr1H99n1I93plkePn9C2LWPfsxg1h0cF84VB7CKmTdbjQycFT7wENaUL3k0W6DFdgam+jBmqi5nMTBL4bj9dVtm3KRdCstHne/RjgrQG75HcpkQaHXubgLyZC1RkUAm67S5PFqRA6vs2T92NpMtHsgVKytYSgbbrmc0aFIlxjFhbUNiS+fwAY0v6rhe6QhTTzhBhs97gnGM2mwk0lVJWMI30fQcgKkylhA6SG6aQImUpyk2FROJUVUM9m2Hmc65eu4UL4McN29VjCgs3jhpuXT3GqoqUPCk4UbfqhiEaUjnn6LhClYeMyYBKLOoK048STZKnXl3f71Vq4+gZhtXegHG+mDNfLEWYGC+KNG0NGoEOd7sdMXjKsqBphEAu5oRi3aGSxswqirJiMV9I0LWCzWbDMHZYY2mqDPmNTpq9IDL2n+Yt96dMeNSl/76AYC8nDk8PuDKwbdf8iz/4XW4eP8NBfYg1mu1uk+GsSOnEVXGyPY8x0rUdpjD0Xbu3RPfe0fetBIzuZDSbMHz1q1/ls5/9ArPZnN225cHD+5w9OmWzWbPZbkTWlqvo6Q1qo5k3M27cuMmNG8/w3PMvcuuZZzk6ukZZNcSkMgkqjy+DF65M0aCoibEihJKYSpyfEcNVYrpGCNfZbt7GqDVF4XBui9EjVWVp/Zq27zFKYW0lGGMc8CGig0xxotOoWJJc5pzYmra1dP2c1day3ln+5XdO+ea33uLRiWNwipDg3Uc7vvODlkJrYoqMPpGSJwRIOX1ZpWnxV0xOSnsY4BIq+ZSb8v2hcrSkNQ3zRlFXS8ibwqRuAZUJ7NlKQHxrMxQGMWl8TGyHR6y6t9kOb9AOb7Ptvs/Y3adIK5a2om3v4mIiGSiLEmWvkmKB1hW1uUFt7qBSIwR3Jlv8aVKZSPqcwb3J45M1UPGZT3+JzWpLUoo7d57nzu3bIhUfR4ZOCKxTdzv0HcM44Dx7rwrnRtYrKYK22zXr9RqlEnVZQaWZzWY09YzgxWUZpHlACaE05U05eEdwDq0LRjdQVpayFPJ6yNYPOsv6IRPBNQJ/5rGydwlTypRtHCNlZRgHt+eStG1kVhf46PCuY4yemWlwsc/b2hTYxx5KUjr9yDTg6dxD04KTPvqF/dc+lMikPgLDwL7guyxfRyt0lOmWvvT5whayMeVFdJpApKQ+XESp7MFDhmyjqEzFe0m4QSBmcpP/ktIKywUBuCwqXnzxRZbLA4qqwmjNwcEhX/v6L/Hbv/U79L3j1U99hlde/aQo/6xAC9vNhm7oGHpRwzg/UJYlZ2cn3Lv/kAf3Tzg5XbFuHSlZZrMraFNzNj5mGCKr8x1VXaCUcP200bjg96nn+2M/3Zn+faHKE8PQS6aDEYERs4Dk4tpodJr8hy7gKxUzPUKlH7leT+OQENaLKfv0uaqq9mGqk5M2uSkROMpBbrBNng4NY08zmxGcqKVsaWjmBxKMOQzZIDQxZFdupTSz+Rxgr0qa7sVhGNA6E6G9p65rilLg5aoQgUPKPJ5hGFBGU9e1TF60pqkbiXsISw6v3EABN555FqMtZycf0J3Nies1n/vUJ7h146rwX7LSNblASJ73H53iMDL1q0q0EkuY0Y0oBQcHBxJXMo5UdY21olwbumE/9TXZFqZpauHSpIR3jsE5rBaEI/op/0qj8udsYUmIgW5d1/n6DJRFIXtyzGnphZXiKEOOKdcQ3nt0UaCLktVm+5Ov/5/nZplGx5dXNwXi3ksgas23v/dN/s1f+Vu4WOcAyyGH00U2G4GVUhJDQAm687LAesk76todKUW8dwzjwHa3ZXSOT33qM7z88qs0zRxjCowtOD6+yny+4Pz8hGbV7NODxa5XNv/FfM6NGzdZLA6YzZYcHRwzmy8ydjsQvKgbxlHMurRN1FVNzGZgKZbZLCkRQ8EwbomxwYUCnyrW6/tY20NaEfwJTWUxpgS1ohs6sWvXFmsbUh4bF6pgHC3DWOLTjCfnHaNXaHPMyYnm9R+s+P4bJzxZdQxjwAch/k1r9DCCh30WT0ppvwjlpXi/gatLr5kWnw+Ppz+uQ6GwGN1gdIYcL9psElE4EDEhM/wJcIsE5fFxYNufcr57m3Z8nXb8AV3/JsNwP9v7WwxzYhzoxw+gNzTNEdYcYJWFYEhj4vTJiVjuzwSCSPm8TaaHLp4yuu9Q1J/BFjf57d/+x9x+9lV+8eu/zOHBocgeg6MfesZhwDsJZ3TZaCs4x7rdEmPAFgXn52cslweE4Dk/O8U7x8HhgYzQsyoxJYXWct9IwF9/EY6XEFNCJ3k39awWNVCC4Eb8OILxFDYCgaoq8L6jsAZrJKNNkc0rtfChnQ84p6iDwkfJbAsadr1i1g9YK3ly6JK6eYV+iGi7JKk6DwrVpesWSEmjPiaLg49WVvsNVX343v5z/Aj5KRcIfXYVlmdqatYSAiMIZ6DYb2Ixc+8iotyJIWTo2kBITCGfEynWGIPJ/iFT8XN4sOTo6FjeWgj5NZZXP/05XvrEp0WRenDEbDYX4YetKApL28okPKWUPZ8Gnpw+4eGDh9z74CF3P3gAZsbi4BrLw2Oee/E5Hj26R7tZySTbR9brHfOmoq4btFGSqZTih5rc6YSl/ScuQlkntFk4YhcydaRml78xieR9gtP3kNZ+eiTj0Y8jS2sYhj0UUxQFRVF8qAEPIXB2dkYIgdlsTlEqbFHgQ8ConMytBEK02uK9I2RIappQb3c7xsGRUkAZmQD6EKirWopdYylL4fCEGLGFYbmc5/3QMQ6ynlR1BSqhF4r5bIGtKuq6pB9q+iyJ3263jG7k+PAQBVRlydH1W2hlWB5ewY8DdVmwqC21mfNXvvaXuHHtWO7YJMW8juBC5O0HZ+xGTypUtvUwWCsk4pANEr33NCFI8KcRCGs+j4z9CCnK98kNzumTJwD7eA4fA5O7rsmwovMj23aHMqJus9ZQ1w0zLdC8ywG5xlopQvODWhSFNBrKiEXLMBJjwvuYvfh+/PFnK3gUH7oZp2GB/O6MmSnZtN6/d5cHj+5z5RNXSV4kaOM4AImu69lu1/KLrc2ELRjcCA5C8LhR5LzjONC2O05Pz7hx4yYvPP8idd0QgnAeVqtV5gMJB+jo8DC/L7nptCloZnOapqEsa0KI+Xt6rJXMkimdNiXp6Oq6Zmbn+JCIbmCyiY/BM7ogybOxYBwNo29w4RpDSJxvTyiMyFa7bkNha4ydgzun7zcoZTAOqrrKeTMV69bw7vsDJ+vApltwvum59+Ad3r/XsjoP+Mg+WyrmBURrEE8MJb4KSjaxi/5rMhdk35WRK+/L+8A+w4b0sRQ9CeEzyf+LRb2QXQUGiBmHllGOfG5yd3U4Rr9hMzxk3b1LO7zFrnudXf8GPjwi+ZFCX+V4+Rkq7oDqGTih9w/Y9s9QFjfQukCNI+/88Lv88L1vo660zCsFJjJlwsnmAzCgijPW/bd5893XefTgkJ/50i9w5co1mmZSGPqM5bv8sSgTxmGg61o26xXD0Is9Q1lydvaE87NzYoxcu3ZVzCHbHTFLhtt2lzkAFdFZYpCJnUsKW5YQE8E7nB85rErm8wWbzTkpjITQE3wvTrFKcmVS8ntDMCZqbYIYFF4rxlGsE4YxiJV9IdYTbozEaCHmRO4EtnwBFdbY6gohlTmaQDbqlIQULW7CTztaIn5kDbo8Yv7xhc6Pvl5G1DoTEad1bCIOT75fIMWNjxEzhRhqLTBIki5WZLHxQ41IQmUITPiKKSUopol42n9f08wpiwKjFc18zjO3bnHl6EgyhLTBjZKpNY6BD+49QCnNrWcixyEwa0quHC6I4SKEsSwt49ixXp/z4P59Hj58wuMnJxRFxYufeIUvfPGraFsQ8ZyevI93LW7whKDx5z2lORKn36gghUsTHrXPt0pKpjECN0txI1+4NDLO1Y9C7D9U5u5M5R2wj5GYip6JTjXtJ0/7mAjBWmuMMfvpjZBvG4GIbHaRTmr/tem+MEay7qqqIuZw1qZuQEtx7L2Ei5ZlKdczgKmluHE+Q2hlygRpcSouyiJPA1MOp95ktGNkvphLUeZHcS9Ofv/+q6rMMScDpRXujI+JolmwmM2ZL+aELuIs3Ll6wIs3rvOzf+lLQnBO4g+lvSM5xel6y7def5d2hOQHBndG1AqTPXDKsto3CjpPvmJMe5XZYjEnRREEhRygut5sMJmnlWKU7DFTUFWypsUYUEzBoCLSCJHM3ZF1S+eMvhCC7O1eFIbGGpaLA5IKtG2X89DKC4jyJxx/Nh+edDlI4uLGTNlDXBga8vmI4t79+7x4+0V0NNRVRVXVdF1HWcpiPd04UlFnQ67gcwclUx/nHLvdjqOjI15++WWWB0v6oWOzXbNeb9is10yqFTF9EldLpTTWWGazOcpY+m7g/GzFkydPWK3PRJETAlVdMZvNOT66wrVrN7h69bosSCHhvAS0Sf5Xj3ODSO3zmj72iXE0xDgjcczoBbIiWrZDAWmL1Ya6LjDlgr4V9r5PhlrVRDXjdD3yndfPefO9FQ/Pstlbadn1kZRTllNOXZ5wc3KfFFUSt1vIMMhlLxpygcqHNoIPKVsuHR/HGBk13di5sFD7d8x09yQmpcuk7JCizsWedfuQdfcWvX+DdniDbnyX0T0ihgFFSVXeZrH4BKV6Bh93DOMJo3/C4FcoFTEpcvbgff7Fb/0mJ8MDnvv8jHoZKRcen5yYIyUj0GMKqLSlaAIuKWKyLJcLbty4se/2RzdKZ+c93onRoJhsdXS7Ld6N4ritFbvthvVasrIWiyWzRlyXZfI54txA2dTUTU3oO4yxQkL1fp9JI54y4NyAUlBVNet1lA5SOepaU1URhZhuiREYotQSTizBAxqckylPUcgEExUJSRG9pirAYimMLBpBwW6oGOKcWXWVpErQF1wOCYINFCZdbHxP7ZgmAB8pYj6KcH1k0nP536LWmqwvhD/z0be99xQjZb8TIEkBI3wEaYwuAkEvuf9kewmlZPyulCRLG6MJ3omvmLVcPT7m8OCAK1eOWS6XLJYLjDYyMfQ+O8dmh1olhNh+GHj48CHHBws++dLz4rFihCt2/vgJd+++x2q94vR0xePHJ0Q0pihJKVBXIll+/OQJy6agLgyNLen6AYNm7AdCVZEKhMB+Wb2ZSd4qmyVeWBpN10EKncmdRCMbt0oqr1ZpGjhz0VpM7vJTi3bBwXraR9M0knllxDBzu91SFMXePK+ua6xtGEfHZrPdm9gZY/aqKS0hdhilKI2hLitMYfEhMGQuaVlKUdEPHW27o67rPaHXOUfXdVhr9+o6nyd7VV1xva5Fam4NZZUnUJlysefDaNknlTY5MFPWojCMEricPEUamdcKuzAYu+QLn36Oa9euoAqDihG8BzfgR8vgLKebAVMf4SJ0/SAk/SS5asaMlJUUFJPB4FQ8lqWYKvroRbnlHZuuI/hIVJEucxltaTFWU1hL8B5rJ6dqGJ2jKLQYFQJlUeRmXWJAxkHUqzEljBWl5PlqhTVmv89N0v3hL5qWDnkBUB/9HHuvmGnBMEqjKXn1pU/zpZ/5Cn3XM3aOxWJJ10qmkJgsXSTtej9FwMsFlATwsC+Aqqrmzu3bHB0eMo5dvgk3rFYrABaLOZBYr1fivpygrCpm8wXej6ggjPrgHMeHh1S1ZbNd07U9hbUcHRxy9coV5rP5vmPqWzF18sHjwoD3Q36PGSYKkRQ84yimUc5piuoIaxIqHWLtFbbrR7TdCe3QUlcVyizo260QklnSqCPKpqRZGorZGWXf0m237DYdxMzDkGAoIF3kzCTJw5rM2vcSc3KBoyfo6sctHB8nfPWRI6kLct/EBbkEtV0erwpfR9KaXehY7+5xtv0hY/gh3fh9dt1bOH9OigMxgtENs+ZlbHkNYxYQDTHA6E7x/gTf7xgc/PY/+yd851uvoRaB42cXFMuRcqFRyqOymkIlJXxYlUA5jo5v8JXP/22+9rWvk5IT+CJm65AYcOMgWVe7HbvdhtXqnMH1FIVBWy0y9bYTLL4PHBwsZSPte4ZhoOs7yvIGV4+OePKwot+JOZjJ0wGlDdZYrFHobMEg6gy9x/7L2tI0Cat73CjGjsZIFz5xc0IQ4qUyQmxM+W8UrqXGmpJt6ymt8CzimFA2oWxNKm+SVEQV1wgoUbUnnzeouN/gE/5ju532TVi6cM3+6NcnRQmwV0b+2Vw2Ez4EVpu1uGAjktcUZKphbbHvJC+0oJl/EhXKaOaLJdFLLIACysLS5e7+8OCAF55/QbxMqopmNkMrjVYqK3kihTXMmprbt5/Bh8B212KNojCG+axGK2i3W3a7Le+++w5nZ6ec5xDQ+w8e43wiYXj/7rugFEVRcuXqNcrS8plPfobXvvM6D+49IiTFfN7gxl68noKia7cX2J4Eae3Pdf5TL/2vFJwCm4tnlEpTUaq4zPRR08vTFDZ7ad3K69nHcTx58oTFYsF8Pt/fH8DeuNE7h8ay22xIITF6d3G9MwxWlQUhT4ac8zzePdqTh6eiYPp7tNbMmtk+mLQsComRGQaSlliEyXF4KhxCSMzmc2xhiDHIejGOe9n85L0UQ2Q+mxOCox9bSFFUy+MObUbmxnI803S94vlXXuKVl56hrEuYSPYh4jqPCwZr5xwtj/DlAbtuIAFFXWHLEpc9pyZEpCjA2mJPSYkxMPgRo7MCzliqskbNlZxPJaorZSZ13JTAMOZzC0OfRUbOYU1BqmWqVpQCT2mjmVUVo3Oo/DuI5NdL0SdQl0Wrv6APz487JrncHtdNkmRdmooXb7/Kf/Q/+o+5eXyF1773HchdwXa7zXwFIaZ2Xbe/yIC4KhspdoL3QMKagnJRcXBwSN8Ls30YBk5PT2jbjsViwW633RsXiUFUtbdRP1+dy/uLKlt1F6gEV46vUlwrsrV4BUmz2+7Y6U4WxhAvcsC82HeTxDxJirVADAPeDSIZNpqqmoGCGCqKak41L2lHRd+e0nU9VhckLNF5opqR9AFjavjO93+fuw9WbHshveX7BUXa26WIvlOUKFN/JHoPfYGFX1pI9hXoJentR6/fhzg8H0MdpJTd/+7L+P8kVZdKPnfiKoL2uDSybh+w3r3FGN6kHb/L6N4ippUUH8gyWhRXmNUvYs0xxlQ4emLy9MNjYvkYy47f/c3f5bvf/RbrTU9lGt5844yvPHOdwoyk5AhhIKHQSWWIUFPWS/7aX/sNPv/Kv0fSWqYDSqANFROkyNB3tLst49iz223oul3O5AmcnJygtcIWhu12w9HRMVprHj9+DEDft9kaXrE8POL6jVuouKPfePpuK/JLLY7S3guuPwwDPgZm8wPWqwIVa6z2KC3y9BDD/tyGkAhGoaOUzSGAznJinX2cnPMYI9dg7MVt2VqThUsW7AHV4SfwrQZ7lPc3MddLTI2KXFvxEX+6x0Q4/rMOk6Z7fZ8Eni5vrHk6kyeKKXeJkwDDBy8KqJDwo6hJrC2yEkXtp9zi4nzBPwkxSpd+9RbvvPMO4zjuVT7WGK5ducrh4SFGi39IipGkxVBTJgCR+azm+pUj2rZjczCna7e4oaWezfjkJ16mqUrefe8DTk6ecO/+fe7fv89mu2O367ML/YyYIs8+/zzNbM75+ZrlUiCzrh0pTIn3CRcl7LKpDWVpSSngQ1bbpQuZeEpqHyewh52mRmsPYwHqwsxUaqbJw+1ysTRN3vSlj/kR2sTTOozSDH1Pk0MrC2PZ9Tt8EKJwiomhFyPcwhZUdSVycef2pGKdoR6Bk9ZYa1ksFjKJ8TlyJETarqOuShaLhaAKVZVzpwZms1r2FG3o+oFhHPYcoBCi8GDIztBa58mTPGtFUUgEj9YUtmC3GfLfolHO8eS9N7j1ynN8/sVPcfO45l0e8soL13nxhWewOcco+MjoEmfbQMAw6IQae7ZdZNM7ki6JWuFCEGm6kWiHpmkkQiX78ey2G8rjI0JwFMWMRGIYHaNzWdAhz50tJC6n71vadksMEaNtnmRmAQuaK8uDHBSc5DzbC4g5hkRZFPl7DU3TYK2l6zo22400F2VBVRU/4er/WQqeS/fg5ap8v+ZoCQ49PrzG/+C//x/y/O2X+c43/oQH9x9KJT0Tnk6ZE2jbtmMYOpRW+GDzg6OIQUzMfJJKezZrMNrIQ9p1hBBoux2b9RZUYrNe78fGs7nI+UbvCDEKryJj7yBkwbpqaGYzbLQoo+jbjl3Y4SYLbqOzXFFusBQnt2YhI04BZ4koMNcw4MaBqq4oXMzxERFiJCSDsgfoqHDDlqHv8CHJ35wMpqy4/eJn+Hf/3av85/+H/yMM6/15zYZAH57i5DZqfymSmHjtB+r7NXwqZCZ/iwvJ6MfUQP3Y48ObTQZAlUAwe/LyVAPphE8jm/YJm/YDuvE9Wv8G7fAmMa4IIYozLaB0xbJ5nspcpzBztCqANUpFgl9Rmh1vv/lHvPnDb3D/wQf0wXFyf8fi2h0q9Twq3kepNYmc95LPt1KW27c/yc3iU7TdyHwJ2hSQRMUX/Ei/a+nbHeNkieCzHD14NpuVPNSIjHKxWFLVFQ8ePkAxqRJKxs6x2W6pqprnX3wJq3oexY52U0umTG60YxTzwBgkyfzg8IjTJyVxnEy+PM4HsUBAZypUpIwQ8n0jRFyBcpQKkpqOxtiLxc8uRH3iYsToAlMeEcorlOYY9CxnsqU8nYtoI8TGtL+uT/MeuoCbJsXU5L2juLw2fRjyujydmNyD95Oh/UsVSl3kbsUom9Wm3WJUydCLr1VhC1K8ImGTWpO8v1SEZcAmSbrz8sXneeaZZ7h3794+BmBeN7zwwgscLA/23bE2k5pJrpG1hpgMzz17RzZEAgeHS4KP3L5xkxeee5bz8xPOzs44OT3l3r2H3P3gPm0/YHSF0RU0itlsyeJgBiSOj69QVBVD3/Ho0WOKoiSmgE+OflTMFjOAvYXHFL9A0nJeSHtj13SpaJG8tzxRzkVfUtksNU0w4sXX9zyffC2yriRPCS+KyKd5TEWCVioH8ZbUVZWhKilCrTUcHx/n1HlPvNScez+irIgGvPdUdb1XYjnvc4EncI8bR7SCs9PTS4R1JftGWQlakKNHmqbJjbajKIUkHZ2kf085XRMkVlaVBC6jxIzXjXv49N133uSDt77HZ2/W3Foabh2XVC/fZlHDwbwSflKKxBDZdoE/ee0um77gi1/9BeY2sU2JZlYTsSgrMnOtZG+UZy6htbxfiBRWS5FRWpTWDGOQdtxYIl4oJ4XBFJr5YoZSoo6bJOTOB8bREaNMtQpTZN5UoGlqisn4cwqey7VCu2uxGYqsypKmqYX/a8Ri5Ccdf3rBk+Gry3djnKYK+dOlrvj3/85/i+fvvMTv/d4f8ujhPVL02KHn/OxEiFZJ/HJ23Y4QPUYZ+n5HUcjiYXOO0DQ2tGV2a2xbhnGkH3pxrPUyIsNY6mz0RBRYa4LfXCaPiReGplQl3g+kIM67MUj12U+VtVZEZEOZzJgmq/kYprG4yotRYhxklFmVBSkaxkGcJ2OQG9THESjQeiGM8VTlHJ4RGypiLNDU/OLP/WXe++ARf/e/+HuEFDMnShHRsjjnLlpNks2p9pF3hFx+Lg3W2U9KJgI3uYO9rOH6uI/Jvl8QoYAY7EzL5pTDpJBsKE/fr9m2D+j9PTr/Ftv+TXxYoVKAaCBFlFYU9phF/RKFORCyqNKYoFEpotXItnufD96/x9nmIbtxw8OzFTdvvsCnXvpr3FgeM/T/FcGkPaSl94WhJilD7wfmVUFT1ygUhanox2FvujWOI33f74uSfhhwricRGdzA+WrN0I8sFgd88MEHWKOoygrvZeP2zrHZrOj6nuVsyWxxRD1bUFQ1ph9EcYBhclrQOW25rBrKqmEMPUkbST1PhkBBSAVu7KkKsy8mkwJrFMEnUgziaRREnZWSYrf1eVoT8UETgBQ1y+YmWi9Q9gpK10ixkeMaVC4OkSbg49isJghlmnTKxCFPFHKxuv+bL30Le6Ite/NFiVJV+ZmbuPIXG/lms2W33VGYIIGNKUGj2HZtNuaTZ2zitgipVZ7TrutYr9dcvXIFUmK1WuG95/jwiOViIZO7mPakz7IqJQMIUfCABEU+9+wdFssF7TDQ9wNXj65QVwVnp6fstjse3H/I/XsP6XpPYWtQBetNS9y03Lp1gytXj/jkp16lLCtOHp9xfnaGVqIyRE92pCGvJBHvx1zATSdOMgKJ2e+Ii3ME7AnNcl+wX58+NLmZfhRTYZqLOw1qmpSp6ac8/a7MWktVCuHYJeF8iOJHZOPWCjwyZrJyIu2LFeccfd/TI5CK1kJg7odhzwki/4xSi6GecFE3OeVciqDteoPJUvjFcoktLZUtsdbkCYzOJpOSo+Wd3ye0xxjp2xZipKnERfnWrVuEMHD++D5vfO+bzNKIGVacfvBDPvvSVynjAp08ddPsi7G+j7x595R/+gffZww1fSiZVwUHZcPYCV9GJ4VGYY0maMUwjmidGIaeGDxVXeTiX7Hb7VitNuLwby1aW+q62DcRTdNQVhUp+pzBJRDwhRxfDCCdG7MaC0y2qJl4bdpYEhdT27Hv8cExm805ODig71qUgq77V+DwTJOFNBF31CXcVQFB8aXPfJW//Jd+mbd+8Ab3H98jENlud2y2K7S6ikFSgn2MU0CAhIRNng/GYKORiYpW9G5k3MiFntQiPniiF/Ozqi6p6kYs7WNkHAbGoZOfBzJaTTLWj0pJJlGM7FB5KqSZLN6t1eKimr04BtdneMhkkurEAYi5IAuCsxclXitcJlClKPim9y5nXDV4pVE6gk4oM8OkClSBd4mhGxi7gV/++l/hn//W7/DevbviPJMCU6ShUHkuFSqXDJWSsEaBPTWQy8GK+VVcbBIXhl/7LvhjnfpcWv2Uye89gnLknQiUZ3RbNruH9O4BQ3iLzr2OD48JyYlpFRGrFclULGfPUuqbaLUkKEUyUkxZpUlqZD28SbRzVOVo/ZZqNufnf/6v8NztVzm990M2+l0Wz7RUC73fCBWQoiMwkiwsDpYopSmUwo8dQ9fSD70UPsOwtzx37kI9MbiRs82GtutoqkYekyC28v0YcBm77vstWifWqw1HyyNsUYsqopD4Bh8lW02mAHL9RjcQMKBqyVqLYlI4Jo33CkUto90CFJ3AL+RpJVK4K61JSp5FEoSoMSpQGI3zgWg0RpeUzXPU5hhfLkEbdBKvGXGeU8jdOaXUP2XH7mQu3UGTieLlZyMRcyH90dprIhanSxv5PgNsItfuJz+5SYgRlcCgciZWEtJ39ITBSYOSpikS+3eWSPjgOT9fUZUlLzz3PPoFGIeB2WzGbFZLAHJImZiqceOAg711f8jcw6l7VcCiaVjMG+7ff8Db77zND37wA95++13hezRzIor1tqUbJG+p3W1Yzl9htTpnHBy71Zah73FhpB9GkRgPnuQVVVFitcbMalYbTUg6ryOSlUa+tvsCcX+GBeK/XO0q5Fk2ekpRz+dF5WnQVODorNBS02Qo7X/P0zz6tiU4L5PNKCT/uq4pqxJbViijGMeR7W4nvJq6Fl6d0Wy3A23boZWmKhIxDmx3O7QVQnNZliQ8CY0tawprcOMoTULmC/kgEKYpKxaHx1RVyV64kZJcb6VwzrPbtGITAAIpKVHNnTx5TPKBwloODhbM+gIVHX/42/8MhjVXDyrKOBD7FZuz+xwdVDTVERhLiJrBBe6ddPzWH/2Q0R6TjOV7r73NwaymnpUc2JpYNCRVUWdYa70bAJVVdommKanrKvNtI2VZcfVY3vt6u8HkcNXJ3yqkwK5rSUlck5u6JhKxlaUk0bU7druWsqppmkbgr2Fg6Dqs0sznc6wtCEjTNp83DMPAZrsixEBZFxRFKcIl85PLmj+dtMzFvjiR0Ca+iEZxeHiVv/Vrf5s3f/hD3nzzLcYYuPfggTykVcGdWzeoaqmYgwviAFsIVIXWjONIcBfEOJuTgrfbluAljTjGREiBFDxFdiWtg0RIBOeQoEWHdyNK26xOECfTaTEKPtLHPhMRZeohdtU1ZEKtMQrvp0C5kKt2Gb+mFHF+zF3ABUY4ZYRNyhhrC1HWaCVGW95IFpYu0UrC6LS2DP2Wvtty9fgaX/uFX+LB3/+/E9IIJhG9kHcz62JvHHe5QrlM2NzPdy4VMD9iuvanXeineDidF8wPrWd5E4o2f+zw0bHrz2nHh/TjPTEVdPeIabxwss9RBsbMmNd3sGaB0RaFWMLHqEFHIh2RjqSFLDeflTx3/Emev/087737A95+7/e49cqAnmlsFTGFcNG8Cxn+scxnR5RVTXSJznecnT0mBMfQi5pmkme74MRFuq7Z7BzbXZ+nOOJhMQwd2kA/dJCgtIUQD7Ofxa7dURQFi+WSuplhixJblJgYRW6eeUHej4zDiNYFdb1kde7ROuFSYBgjKSisVpRFTUqDdETJ7QtcndnvSmtCgMKo3PFJsROiCMyLAmlCmjtos8hS65g3sAyRab1XLX6I1PrUjqlYv/idqIvPy+emf3/kOz+E+k4w8aWJ9VQlKXIobQIVMKXw5FQOCPUhEroeo8geKmH/7KUMRU8y2r7vMEYUpIvFbN80TsTTyTa/KAr6XgzvJuWqc8KB0FrTZHUPwG7X8oMfvMF3v/t9Xnv9Dbq2ZbFcUhYFu0424+m1xhgePXpMfBS5evUKwzhydn5OQjiKU7L31FRpDcM4iHndBYq+5zft3an3x8V69KG1RamLeng6+bmwIabMVVRTH/aR7336Hdi161cZhoEqB1tOUNWkstpuW8I40g8DdT2jG3eZWOuxtuDg4JAUomz8RmPKbFKI7B+mkL1ht9tJiGYuYppmlqc28jOsLSSAWKdLysokbuleqBht2zIOohAOCZbLJVVVMZ/PCaOQdVWKbM7P+MF3v8mje+9zrSk5nJXo0GPx6OhIqaJu5qgU8W7kwVnPP/uj13iw8ujmCK0L+vPH9E9OqZ+9QlXOcNowjAGnEv2YvZmSXLQpZqLvh+ynJ8MDrcR24cLAUwqZKVrDaplW+9Gzcdt9Y2GMTLskk0z27XEcicFTVyWVLSiswViDBtZn5xijuXLlmBs3rrNr2+zSDFhNbZufeP1/asGTLsEiF7ydi5tSY/n6z/0ypa35nX/2W6SUKOcN2610E0MzY7VuGUeDcwN1VVIXElU/ePEwGJ3kUIUYM0zgMLYkJs1ssaTvR5HguZFhcGzGlvsPn9A0NYvFjPm8pjQajdhsF2Up1t9KzJJSkqpUMrYCycu4eLLwnshiSgvXp2kEvvDZNGzquIZBxolTty3Jyj6nKwNZaVSWFQmxKCdpynKGNVpgLAV1KWz8GD1j3zKbX+U3/u3fYL1e85u/81/RDS1wSe1wCTq8KHrSxVr/E47L5OT/fx9FiMTkM4ciS+uTRwWXvT8SUQWGvmXbn9O6E9rxHZx7jxC6rD6TjclogVHm1Q0KdQ1rFmhVEj1y3VFERpLqSDpg60RRG569c4tnbrxCt1vz+uvf4uHDB4zJoetEtYDF4aSYEHiqqArqekbfb0mhoGulw/FeoU0p4a9Gk5T4R0Wg7QZ2u57goShlUTBGEZJju9llRZShXizZbjaZaNyy2a7o+g6lDHU1o2lmbIsC60Xebo1MJQQ1SaikWS6u8EhBSEkg1aQpihqrA0Y7tImSgB2cREnEHPSZxP+isFJIqSQBpWVjUAUSMKoU6AbT3CHpKudsTaRk2ab0NMJnKnaedkmdd+CPypfVlNAN0oJNxc+PufczvHWJDbe/r8RfJk/BrCEi/jYq6P0TF1xEWyVwmEmEvD6I2CCSyDy/mHDeU1YVxmjGQZxop4BKpTVGW3ld5l9orfdFD0CKkYPDQ7HuHxyj93zwwTu89fY7vP7Gmzx89ITZrEHndWy9We+jEZp6xsHBocAFVvP48RP6dmB9LrETu7ajz473MSrQiRAc680KJhL2tO5HmHLAUBeVzIfXH1mnpF5R+/Ms1yzLC1ISZW+e7sgr477QzJfyqR9T0bBrW0IIrFYr8ZWpayKiwCzKEmMFPsHHfaFijCXGtOeldn1PTIHl8ligbSWGfevNmrYbRcU7DhijOT4+5tq1ayzrA2KEru/YtRuA7P1TkpLsgVobtttdFhXI71YmF6golvMFeg5VUbCcVXz/2/+S+++9w7wwXD2csSgD8wpqG5nVlhgiygoVYL3t+cNvv8P3398QiyNSVdH1He2u47C0jL1jGHZ0SeGcrD1RK5QuZFnQmrK0eym/tUL+9sFDECFEU1cCn2lFXYsFQD1rWJ2vMKbcF//irZPzxYL4hk1J6U1VE0tLoQ27zZbtdst8uWTbbkkJyrKmbVtxsx9HurbNzzHMmr8oh0dNxY7ON+nEBwHQHCyv8HNf+RrvvfM+xgjha9vtIEW8D7TtwDe/8z2evXODwmjq0nC4mDOOA10ubrphRCNQ1nq9Yr44xNqKo6MrrNctLjiePD4hkThcLmiMJSXFMDq6J6fstpbjgznzWZUXHmGra5uzrLJZmDbCkJsWFOlwLnWMQfBqbRVo4YGk4On6nrZtBWsvS+rZjKqo8sbBvviZfBrE48FiC4NSEe963NgCgRQdVWFENZY7g65tuXrzDv/j//B/wsv/t5f5v/y9/zPnZ2cy5FRivvShbihX2R/OC5m+enkDutzNTq/4cJf2cTktx9VruDjgfSCmAqUKhIUf5AbXJZHE2J8yDg/oxw/ohjcIYUVK7DksMlGBQlfMijsU+ghtakLSkgzvPIV2tN1DlHIYm9DFwPH1G5TxBmPf8ge//89Zr9ecnQx88OAx5VJx5VbBbJ4w1sn4GSiLGSkUDNFhdSW/3xiUiVhlCGHA+ZEQPCgxHRNip0HrkrpKOK3QONzY4X0vMGxKdH2b3cc9hwdH+DCw2Z5TGU1VzykrsZW3o5RvwXt0MJAC/W7HbrPD2gbnA6iAcwFjZEFSOmAKg1IaH6KghiQKK0GIWpMDJ2VRcC5gNFSlRpuYFyNFUd+gWj5Dyj5PUm9fMm3LUNn+ftJP9176EDn/0nThslx6ckT+aJTOxeBg+hlZ8ThNdFLEZ06NtQ3Xrt2mtAuqosRF4SxO11clcVK2k41GlC415lLbRFlfZBHuaIuSpi4vOB7klOsMkbfdjiklW6JIxPfl+vXr1HWdFayGbrPh3r37nJycstlsERKOxBy0XYd3Hj8MGGNZXJ2LrT9pr45td60keCvYdS0++L1I0ljNZrfOrs2RybJgEj1cLjFVLnoU5D3hAj6fqA7ykiTGqHsCadrTIT6cip4uLunHsBxtNmu6QewdhmHEjY6qadDZD27yWzLWElNiXjUURZkbZHnvwzjg/chmsyGllOOQPE3TMK8qquo6g5Mm2TmhOAip1jP0Lqu7RkKQ/KxJKTjmbK+ua3Fu4PDwgBiSRDtkhZjJZHKtJGT4yeOHfPNP/hAVHVUFJjkMnlmjmM0KysJSL+doo+mc43tvP+J3vvEmo7rKOBq0Smx3HSFqsBXn52serTuqgwOODq/J/eVG/NDhRvEBm80aiGK62Xbtflo2Dj0xRBaLRTb/kwvqnGM4Ex4aabLJ8CJjJwkPiITJzbDznpQECSJB33Y5cWEkkGiaOSDP3qT4NsZgkIldWfwFnZb3G2e+4yfH38IIm+Izr36Oyjbcv3efRw8f0PctRVNji5rFfM5mvSUmz90PHnDtyjGDVdRZmgdIcVAWEAKnqzO8F/vtxfKIhObJ6Tn/+B/9E9bnG5QSKOvVT77M9etXqZsS70TOPgwDwfdyU7mRohDZuWDJNi9YMsZVRp46M3nW5Ko1JpG9b7cbIerBHktXWtHMamazOUYLIWs+n5MSuNFdMrMS23mdXTRj9BIhYRQpjmhVigrAGLS2aGVwY89us2ExP+K/8x/893ju9kv8Z//r/wX3H9wjmYuFPqUMQXDB2clX6eKC/UjzK8XRZW7PfvIz7RMfwxRoffZP6ceWvh3wvcV1BqtL6lnD8vCQcnZIKCqiOyP4u4zuTcbwAZcjJgygk/BVmvI6tblFYQ9JqiCiwXsOa8uT8w/o2wfoUvgtZW2pFhVhV/L+/ftsNysePTrl4eMnuDDywdsLPvfFFwjdCrN4glIDmgJShXOBhIMioLOtegwJW4h8WGuTFSlybq2tqGsxkUxtpG832CIRk6euSwQsiTg3oI2mmTUcHx2y3a44OX3CszdvopSQr60tMcZm4qRskm3f4dIJx8cblssGYxva3UrOjynzVEejjRS63kXZ2pNMOI2Rsfv0OYNm8B6joa6AFHMBWmCKZ0hmhgsO5SIBCTuclCZSWAvHLSmFUX9uh4s/15HiZVXWJQhLXfo3KcvE5Xsm/52EhFOm+GHpfMwp1GH/bJRcv/4cz915iXl9QBgDRhU51dvj44hGY1XmUyi1n5qRG6uoxEfLO8c4DCJnVmlfzHjv8/ojMKw1BZK/JWN/RS8fFzXeSdp0CJG27VHasFwecvXqNSnskth3tLszoQugWS6X3Lp5U9Yia9m1nrbt6IdeoK++pR+HrIRxlNUcXSj6XUdIYgmyn/Coi/VhMiNMe1gxbwZwwQmcZmf565qUC8rpgsAES07w48dDdr84+nGgyBN+awp86SnrmrqZCTQ1CSIKI41vNhk8Oz+nbXtmzYy6rlBKib1ADsycrA/QopYqld6np7tR4GsfxE14cBK3NBVXU9yF925/zxaF3Hdj30l2VSVNtrHCKSOrwF773ndp2w3zAm5cPUaNK9p2g4+HDGHANhWLowNGF/nB2/f4zT95m545ziWci8yqguVsQTWbcVgWpM5zrZxTzKXgb3tRqqWYclMvpoMmKx9CkmEBe/dyxWYjYajWWvEUg2wfEzC6pGtbzs/PcG7EWsNyeQCkbOrZUNcNJts4JB+YLxrmC/lcANbblr4731uATAOHpmn2yM1POn7qKqWVLBYThru/mZPC6oJPvfJp3nrjDR7e+4Anj+5zfHxV+CfK44PDKMV8NqfrO05Oz7l25Yj1tqMspMPyzjGbzxj6jhjifkJS1RUhGh49esTZ6fm+STg9PeNP/vgbvPzKy7zy6ktYbdEGqqqg3Z4yjh3L5RJFpE9RbsacCaKULHhu8MSU6GPauy57nwMFtTjcTO7PSol8uK4bqqZmNpvJhtssRCqYFNWVKkdkqIzRazEHjJEYpehRDRg9gyTeKuLpU2CMVOx+HFidnWNtzd/863+Lw+Uh/+n/8j/h/Xtv5fTw7EC8HxVP5o1/tmLlwnfnR6GHj8P7YtO9Qe8d2zHgfUHwmu6sw2K5fv0mt599BedqvF+RwhnD+C4xdftiTSOjda1AqwV19TxaH4GaEZNGBU9pCmrlufvun+CKU+pKoExdGopKMYY16+2KDz54yOOTFYGRm8/c5JMv/Rw3Fi9SqjdJ6TtEfR+Uwo0j591DrhxcR+tE2w1sN7tchAiMpVACaSpFWTckZUgZ3Bj6LWWh0drn8W9g1w4UtsRWFb3rqGczRjew2Ww4O3vC88/cRgZGwh1JMWXL+gg+ivMvO7p2zdHREYv5Fc7P7qJUJBhFWSiMkSll8kLCN0plUqGiKKaEbyCBGyUl22iZ3kQPUSWq+Zxy+YI4KxOJcZBxsbKSDK6mRPuUJ6X2qfMvLhPtP6Tmyf9OSAGTpueECVVRaHUBW8m3TqYPAu9pZYip4PDgGnduvcgXP/tlPvXqpxh7z3vv3aMfHP2YY1CiJwbwowIVM7fhopsN3suQPiGuu+OIzUTYie9nC/HziV4aKvFGkiyhoiiYzWZ0nWRkRaTzPzg44Etf/jK2KHnv/ffZtS1np6e0bUcIArsUVvPcnWcpraWoCsZhYL1e0XU90Yu1wTD29EPLMIyQHGVxDedk2qD2nvkX53YqXsQp/bKp6WW35Gl6nME/JRAspMy5SxcvnEpWdfFzpqrn6VOW5T4a82bczJocZyD3sazvyDOThAJRFiUpKZYHB8LDMTZv+mpfrExTfuecTPiszSHBhsPlAeQp0G63o2lqtJXnsOs6MadUCtAYo1gul1L4KrJvj6EYx4tznlEJNw6crlbc/eAu81mFTT0piRWLJ7I8POATn/o088Nr9N7w7e++wb3HO062gd2gUdGTUsFmvWVWaygkAT4x0jQzopaiyhhDpRW2kGe/LArK8oIS0o8DxhQSkVEIXDU5kseYiCHSjxecx1kjEJe1es9Zu6CNDJk6kiirkhgM7XpD37fM53NwjvV2Q0iKoqiIMVGVFXVd0bYtjx49QiXEhPAnHD+14JkGBtITilJJ+Gaaq8fXufPMs7z+rdcY+h3z2SxLbqNUfCmgteLk7JSqrDg5W8tDpm6iCFw9PsSYRNe2lHXBfD6j6wf6vuPo+BreB44ODynKAte76XoTY2K3ayHLYZ337LYjwXuGYYcikGbzfVZJiCnj3BAzL0dnAwgpdoR0ZcSYBJWl7NpYTFHkSVDEapPzvxZYW+YK/yjfnDoXSPLoK61yp1lSFiUhOBJeskvyidXKwpQUniLBDbTbDWpxwC/87Nf5T/+T/xX/m//df8Yf/dEfMLqRlEK+JtOY+NI4JxekF3Djn35MMt6P4+jcOetdTz94kkuk0aNsopnd5PDGjNmVhs5p1NbTdY8ZxzO8Ei8QcXCVsDltCorqGsY+gy2uYs1CSMrRcTA/4vXv/haPHv+Q5mab71UtPJ5ywI2nnD15xGq9Q5uSW3du8iu/+qt89Uu/gLU9OomD7UAkaEdh5szrGVXR4MfIOEjA4Gxe0rVbFGk/0UupwdqQC2spHrrKYtWMlAZ2u3P6wWF0wWIxJ0ZPUYpt/NnqlLIoGMYOpTR1PcPmaZJWGp+SQFMaxAzO0XfnGP0yReYvobwYdVZgzUiKQ5Zb20y2vMQDyjyXCZJVKIpaijTvwVYWZQ+ojz8hggE8k+xcKUm7FiXh5J0iRcPTPi53bRfP2sW/90osJsI/7OGVieCfp2WCriimhG6tNLeu3+Gzn/syn//MV/jsJz/NlYMjTk/OOHlySjeMtF2boYdACsKd0maatU4FF5kvGDAotpsNRwcH2ELg7r03mFL0nSQ8WyOGhl3X4ZxAHAK3DKjc4U65gwdHRzz33Jr5fM5mvWa1OsfaaRqouH79OtdvXN8rRXduYLU6w42BsqzwwdHlGBTvRxQeazSu74jO5clOmtCn/WKScpM7TXamM31xCaZJj9gVTGxnAfpyQaOmfST/jKn4zK8XpPHpr0daG+qcgD70Ay57W1WVz9zKlC1SBHLs+nH/nFsjzsfaVBhrhCOVgzJtLoL2hauVaATnRJ0pRZGi69tsXiicLYViNpvntVs8sYY0ZEK57FO2KKS4zsWBMZpyPuPBvbt4NzCzmm61IyxqLIpXP/kqn/vil3jxlU/jVMVb7z/hn/72t1nMDhl3gbI5QKEJHmkYdUJjsqGhJigIMYgli5FkcgUorXIh4nPg9iiRELakrEq0sXu+6yQt35e1uSjs+h1GG+qmoa4qZrNZtvcYGEcnENYwkhghFiSgLCpAmoZ+GCjKZs/Dna5NURTUhfgViUfQjz/+FEiL3LllLDcT06w2PP/cS7zz1juABBYaq+najhAUSUXJ2VGaFGXct9nthPj44CHPPnNTuuKy5O233uT2c7clnZkkipXS0rY9N25c486zt3nv3feJThZdYw3HV64Qo5C2oneM0aFI1I3ASj6MpKQptWTJDH3P6BxGW6qyJCEXM4S4T8qdpOgCJ1jqeiadobFYI0REayxNXVFWM2bNfH9TTmuxmiz/tcbqEms03o/4UKBUFIIisjBIFpZAbmJCNjJ0G8qixJqCz33qi/zP/uP/Of/5//5/y3/5z/4J68255D5NfZCKfJisoD78YV7of4TQsH/JBAt8DJDW5k1GN0frY8pFTWEjB8slBwe3WBxeRZcR043YsMOvn+CTI6g8Ro8Ko/LmYhqq+ibaHGHNISkYVASbEv35lj/4/d9CX3lCSdgrb4yJaNMyjFu6dos2hq99/Zf5pV/+K7z40osYKlLain1ABFuURNVT6RdIXiYz280JMWrquhFSL/IspJgobElT1Wx2233WTV0VHC4XbLcDu+1mP6JeLA5JJJwbJDet3WXCbeD8/Iy2bVnM51RliVEmB4hGRu9AF3IPF4YQ+gyrXsHaGq0DRWGwNqselCIqg1IFWnm0vsiBm+7zyV4h3wy4KKZxSUHSRzSHz8vURw3EIN9XWFkAolRKGKP2G1WKT/c++mjB8+PuWwEMudg8L0G3P7YVyMWOtRXP3nmer3zxZ/mZz32Jw8WC5DyFUczqksLkPKwJXp74CZnMLWRSmYNMRGaH3xcxB8UyP+OSozQMAyFGjJZ7qizKPdw1BVDKJidcxBgCu66DrqPvO2IMrFbnnJ6cAHBwcMiV46vcvH6d6D273ZayLPB+FGM6H1gsFjkbcLgwWE0SFDb2IyqkKQqMaXWY4FShLH/YGXnvsHx52ZmMBPfFUJ79qGlCly5NgmAirF4UO09/LZo1Mj07OzsX+EjBYrmUzV5rQvB0nUxdQy6GbGEFxkpko02kEXeyQccU0dGI4aeXxme5nEujktg/GyEEUXIZQ1EYbty4QZGh6xACu91OOGEpMQSBuapazPe0EYittJbkHW4Ycd6xmM/ozu8zb2pUgq997Wv8xr/5dT77yWfQtuL83PGN1z5g5+ds3n9IM7+JmTU4FF030FRzKq1QvUyaYgrYsgCtCd1IWVeoPKEOMTCMA33X0ncSBVFVJaGMORcsk66NpqxqKYpy9MN8JkTxtt1irWU2m+Gc4/z8HBBFmi0KmTgbUSeS0p63pA244FksFxwcHFMUVZ6yiRO98K/sng/3k46fWvBMkuj9qHPigyjNtStXefL4ITGnje/ankKLKsqWlt1OIt+LYsZut8NkVdM4et56+z122yu8/OJzLA4OOTtb0cwarJUH+uGD+xSFLAT/xt/8N3jrzbd58OA+wzCyWEroXvCO+qCi8wFr4WB5QFkAKeL8gLXgfUckUVghCk/4Y9d2TENUaxPGyOTIFpJ1UhQldTOjKGrqesF8ecTy4FDIUtm4aRgG6qbJqevsiVOCq2fSlAKCEAuFTiMbg4xzp9GueIFMD4X3A24sQcH14xv8R//D/ym/8V/7O3xw/y7vvv8Ob7zxA3745g948PA+u1acomWSfMl+MCnEPiNBCtPyla9fRFlI09DgYyh4PMfMD5/j+Oor2FLTj2eUVSIVhtZtCP05u+6U8+49evc2iiCJ3WQim0JIe8UxhbmF1Vcwqgat8RHm1THf/71/wRs//D4vfXUHiPt3ioGQOmIUmGF+tOTnfvHX+Ppf/hUODo9zd1CKDFRdweqawlxlCGe43SHD0JKGM95//z5HRze4dvUWKHEhTjqImsNY+gw/lEVBip4YOhTiM2WLgkbPGQaRh7e7LcYgIbXDQCQQvMObxJPTE1545pZ0MFUFtsSNHUmJO2oaR1JZZJnqwMHxLermgBg2FEXEEEHZ7HcVsUWNjQ5rg9wPSoJnSZHohaBsrZGAyphQMWKKBctrr5KKBRHwaQDM3vU3xhGUyfetkWwxrfZhtk/ruOya/CHi/X7Hjdm3O+MsGbraQymyq0qUQ+aoBBQxKsqy5vaN5/jyZ7/I0XKBcyN911OVJUdHRzw5PcdqhfPqAn5KHoKk0cvzfzHljUkI0LtWFJfe+T0f0I0SW2OMpprPsZmnNXEQQvDs2h1931PPFsxmDbtdS9/1nJ0KV+cLn/s8b/7wh5yfnXN+eoo1hueffY4UE48ePqSqSx6dPpGstqLIz3hg124JTvLaYhA/q5gCwQ9oFfPsZuJDTcc0fQlSQKrLJpNxX8zsPzd9oNS+RLp4fb42U2m6j5e44AM97SN4x2zWUNe1uJMn8ZDxXmIS2rajrCQVYDab0TQN4zhglEwYztanlFVJPZ/tm+W6rmmayG67k/umKmnmYvKntSH6SAoBq2Sag5LkAR+ELyQyfU3TNLnYtTS6QVuZcHvnKGyNdyMuDKgYKUrL7dvPcPN4ye7R27z4zFXu3L7N1372y9y+VlA2FWcbzx9/601ee+shyh5ytvqAW9dnvLfd0QJVUWcpeZJGm8SimUOzYEwOW5asu1EI+F1LWQua4VxkdAFrC1IS2keIErycISDGwe3FPlJsB6qypMwmj0Yb+mHg6OgIUmTXbkhJY6zBO4mH0sZSGIMq5DymGFERwjhilabte5z3HB0d7QPFvQ8s5n9B48GkxFNhGkQqyHb3inEc2G12FEpTVQ2r1QZVCS439I5hHPcqg7Ks9+Ou05MzurZldXaGGx2fePl5nO/Z7bYoBdZoHj26z7Vrz1CUFWMXefbZO9y6c0M6pkHGsIfLhs35IyqbuHnjKleOFkBktT6lTAj+qC0hpb1GX8IXo3QWSlGVBqWsVKSlpapKrJHpTlHM8F4ugCLQ7rbsdi3NbMFyKVH01kjCdkxglMgHpYyJ+0UlkggxZGmjSA/33VMS7wKljZwfHzOTXUnyrK0pbcnPfunn+atf/+soq+mHjrP1KT986wf8zu/+Dr//R3/Am2++yfnZmWTAZAVI8NmEzWTTrz0GL4fkhv0op+dpHAdXf42yPMBWx4xhxeAt6IgbPVpBiD2b/hGn2zfp/3/E/feTblt634d9VtrpTZ1OvPnO3AkYDEiAACGRVWRZIosSg0lalu2yyyrLVf5X/M/YFl2WylaZomkKJEEBgoABJt47Mzef2PFNO63gH5613+4zCYG441117+nT5+23u3dY63m+zzeMlxBF84LO1vQalDJYc4RRJxT2GHBCYgsKv0/86//vv2K7l1GnJnswqSBybKuo5yv+9n/0d/nql/4jmtkSYzRNU2d0T0FyVPYecSxxaU4YIyYV3FzdUJcVi9mMqnIMXjrshJCXt11HJObOzcnmQaQsJGW9Hx2Xl5doLfd/WZRYKzb+xkAYpYtp2x27dssYwBY1ZT3D7lvUOKJVJHpP7AeCc3RdR9ttmC/PxBPKWKzp0MmTsgFhSoZCK1SMUuROmVdKFvkYwWWZsA+RpJLYJ6gZzdGXCAlCEuNP6codkq6eQMnvHw7F+7Q6fHHHFM/wk9/nUPyojFlOKsYJqVAckrvjwaYiZcRFUVdH/ON/+J/zD/7u3+dkuWDsO8Z+wFnHrFnS+8TLiyvWmy2jH/O4bCq60uGHeMXtXB+gDlISZDemlIOMA8aINYVzjq7vGfpBnGiLgrbt+OSTj9nt9hydnlFYRwiR05MzzOkZ+/2ev/k3/iZHR8c8efJ/5sMf/5DN+iaHLsu6c321QxsZrxktKrvB9+zbvaA73kOM2MLhCkPoPJp4KB7jAbJ+5UwLqqxelZLL6wRNnRDuV3qoA2+H211kGhdMKPQv8eiHgWYujasefEbksj+SMiwXc6q6zOiFoAyzqiLGwOX5OfvdlqI8pXClcF2yelcrzVjIGNoYjTHi6zO2oggbOjGe7Hvhs5jlHJ+5Q8PYZ2m6xhjxo/F+ZN/tqKsSZx3Ri8NyYRVlVYLSLJZLTh4/4Phrb3E2kz1p9IEuWJ6vR37/2z/ij77zMa0vST4wKItPomSqraNre8Y+UCrF+uYlu9SzSYbmzHBxc87xYsaT8ytuNi1Kw9m9e8xmC8IoqQCuKCirStbhKOKe45MjEVhs94fR4DDIZKOqKhnR5YiMNnjado/RirOzU3bbLV27R0KhDdZZcTnXmmEcMMayXDakGBn6PVYrXF2y329pmoblcilpDrvdz73+f4q04mdtiLKwt7uW/W5HYRxOa4L33HRXrFYrUBarZYOflQ2LxZL1ek1Vlmy3O6yx9P3Aj370I95663VOjk8wGgpnsNZxcnrG6CNPn55TFjVHixX90BFmJWUp6b5XF885WpS89ugx9+8dMwwdN+trylLCxUiy8U+BnwnJAIGE0SajOBWFKw4umZPJoXiRwHzRYG2FK+dU9ULCRpVFaUfIKbZaW5EQWysqnig8p5Rn11opTFFmojJiuJjunkspeODWATmEQOh7xiGhGi2kw5iYzedU5Yx7J46j1Qm//mu/xX+533J9fc16vWa9vmaz2fDxJ5/wwfvv89FHH/HZ559wcXlxMLoTElGG5nU6KNK+yOOtt/4BIeYFv71kPgvUlWXorxnGc7rwGUOC1g95o423vOzMNdJ6RuHu4cwxRtWZn2JQyfDso4/4wQ8+oDjV9J3kSU18rJgUZbXia1//bWbpr2JdxWp1hHPiDUUSoyzQtPsBMHRtSYxQFzXHx0dYV9DMlmhjKEwlI4Ztd4gIcM5hrZKiJJW0rXBxEjD6RFnOMlcrZTn4KEXcMMhGrRVFabm4fMGjew8wRYVxpTz0RgMSahuipDkHP9LtW2YLGamNoyycciUNKjlx+1Z7tE1oZ/JmmEgTx0Aj5EklREgA5Urc8jF29ohAIKpB+G4RUlKErPbSKh4kpCDE/C9+47rdSGNMr6AGMg3R076beTp3KLApM21i/lNqAI4WJ/zjv/+/4e/93b9PYTW7bkMYIiRNUzWgDXXdcHZ2ysuLc1HXjMPtSGaCLzJ6dPuxNDMh+yn0Xc++25MzZ6nKCmMVKVUH1HwYBqy17HZbXrx4wTh6qmbOLogQo+sHUoJh9BydnPDVr32Vb/7aN3ny+aeM48h2u+HevXs0Tc3oB/q+I+VcQpM5YeMgtIEUxeG+KCqUCkyE81eu4E/VlgkOXC5eKWymovcOuHPn/W7/P1kATKpRed0tyvPLqH1Ozk4BKfK7vmO/bwFyntaINYpuL5E+Ns+BXc6yWq5WzBYLXFHRdQOLxUxCZTOXxMxnYoMC9EMLmQ/knKNwBWVR4MoCY+UGnBUFIAKJPiv6FJouW6FonbBaXJtTCtRVgU6B3W6L1QYdPGZZUTQziqZm2FxjQs2+0/ze+x/y3/7OH+PcijTuaYqKVJQ8eXnJeXLMj0/QSjOMgsSEqyuS6pjde4TWcLxa0TjNX/+Nv8L3PviQ65sN/b4jDGL1oq3FNjWusKAizlliBD+OdF3P5eXVwZuoLEuJ6xh6TDbtHYaBcfB454k5Nb5vpdmoypph9LTjSF017DdbXr58TgyB+azhtdcecXJyxM16Q8rZMIvFDEhYA37sf+71/zNlacGrI9ZZ09DUNcOmyx2IaOp7P7Jer5kvjnhw/yEPH73GN7/5a6xWR4cY+Zfn53z+2WdolZjPKv7Tv//36Pc3PHv6hKvrK5yzrJayyTy8/5CPP/6Uly+f0XUtw9DR1DWLecN7777OYl5QlZpxkNRqQU7ETTIh6hhlVZb6gXJyo1nrKAqXCafgnMVZKxuCEqmxNoWgJUxyfIXRBWgrPgIEmmaW0SAn8Rc+pyqbXPwkcZEUZr0iRX/ogm47opyJNfF/kIXUZmWZD7JgqUHDdkfdNBjrKIxBGcWiWXH/5NEhWLJwTkJKvWe73fL8xTO+890/4d/8m3/Dd77zbT797BMuLs4Z/fBLWWAAVkdflg0gRpZhZBwGnFWEeMP55ftc7Z6zH0dGNeAJApMjS6EGjC4o3UOsfkBpTzFqhlIFJMu8mvOt7/wr2q4ntB6jSrQeSUks3lFQ1BWGFXNzxPH8AbP5jKHf4Zym73qGoYM04r14pyyXx6wWc4qioXAl2jqKqsIYcb0dug5rDMMw0A8ty+UK0ESt2W7XQn40UriWpWdKnY7Bo00kJYWxsvFYI9wc5ww36wu6vsPamoCmKAvqUNBuOxnVDj0hJWb9wHZ9w+roPrNmxc36khBbEhDGiMJROY2OXlynk5KogqBQOGI0BDUSMrcoJVHwqHKBO3mHWC/xsWdgREeDVRVRSbJ8ipK9ZI1FY9BIvtwXPZGYzuGhuLizG6eUUZwpAiKryPLQ+PC6GMXvK0XD6fKM/+x//r/m7/ztv0cYPKNP9L7HD4mjoxOxp1dS8BRFQeEszho5d0HUbIf3V5qksunhgbsine319Q11JRwvlGJWz6nrmqoqDnw/HSRI9Pz8JevNWoqTcaQsK5arY5xzfP75E25u1rz55psyIteab/zKr/An3/pDPv/8CS9ePufevXtY50QJaoyg2Uk4V/1OXH9TSoex3nzekJXUuQdKd6qWdHuKU0SI63dQLMQTC+6OrCIH7pSSGARURnEOSI80JCp//rboufs+X9yx3mxv3aitZTafCRk4RFbLBdaKg3ZV1RIWmyRVfhw9q+MTMeEMMEMRwygTnBQZ+1HsTxK0fU8Yh2xMKyOvvu9pu5bV0RGlUbjCojTZnkDOq3MOP0hETXV8zPr6kvMXLxijQqvAybxGK4TjNwyYbkPRWcqVY+j3LGqLiSOfP1vzr/7dn9DFBpUqjpY1RI9bHLHz0JQzrNK4ssCHjqOjI6rGsvnsA95943U+20S6ceT+o0f86q9+nf2uxQ8eH4WCsd9vcZNMXmu2uw1FVUogapLx2OIOL6oqy2wXYxm95Jd571kuV1SlGBFH71kuVqilKB2H6zVXFxfcmBuMMcyyX1FdlbzzzjvM5nNurr8HSrFcLNBKMY6Bl89eZj7wzz7+jOYZmgMzn6xECEIG9sozXzQHV8W27Xnw4AH/6B/9U95550vcOz2jqgUS9EHMnvb7PWUh8JRSkd2mxBrD0dERk1uxUprlfMU7b73N+uaG65trQhipqwLnDMG3jP0O73s673HOkAgUhUFhRcdv7cEHIqVIUTZCPraaqi5zCq2GZEhR5rvBc0B8rKtwxQxjG1xRo02BD7JxW+sORUWMEZ39BIqyYBx9Xniy82pWsoxDDlzUt0F8SslNb4yQFKeHMXiPNgBOEI9sBx/GgNEak99bo3HWQK6cU0qkkHDacbw65nh1wle+/HX+wX/6T7i8uuDzzz/lf/yD3+ef/d//b3znO99mt9v+edeMP/ehTCkjxjxacZnrQlxQVg+o6gec70facSP5UAAp5z4BTq8o7WtU7jHOHKGoxFU5Gkw0XDx7wjgGamupypoYOllEkgIC1sHM1ZRJS6K5HwnBk9IoXk4qst+LRPTevfucnt7DFaWM0WxFUTaAoSwrxkEUgVrDMHbZpl9RlBWXF5dUVYWxkf0uYJzNlvKi0JG09Y5IwAG+H/DRgBL/DR9HurHj8f2HHJ2cMQ47wtAyaEXCyMKQIiGMDN2evt0xa445v/gh1vocQKtoKoezHSp6QtSEpBh9RFGgqRlizxg8YDBYRj9SFg7cMcXxW7RpJMY9HnFijoSc6gwqGqyusMpgTInRLiu/vvgjZYRkSkvPn83/TxBj5hKl7LEjA85po01EYjQ8PHuD/+P//v/E3/hrv83u+oYUPJu2ZdP2PHr4mtjwayPwu7PMZzNmzewAzbd9n+0YczOkNFOU6qT+IkkS9M3NGj+O7No9rihoKikySYq27YRkbg27/Y6nT5+y2WwZhpEH9x8yny+5urqm63o+/fRTHj58SFmW9H3Pbrvl6uqSd999l+fPX7Db7Wi7PY1u6Lo2o45WnqGQxBQuj29CSKQIy/lKvMC4U6eRXkFXD/9NQotc9Ag76rYLVirrPnMtqrhrozFVw/HOe06eYHev4hd/TI7X1hVSlOWfsd3tSCHSzBpxIM9cTdAMnSiStDbYwqHzvxfOkPwg/k4pSvBrEkAghIIU0yEXat/umaJouq4jBIsrC6KJByRIkgZ6MaRtO7abm/w9S+aNo7DiQuxvNmw++YD20w94+Ju/RkpvwmLO/OEZrir58MefEHXDbLYCr7i8vsH3LW+/dka7l3ik3WZD+7Ln6PSUm/WapDwXFxf86P33YfWIoe+pioLt9SVp7DlaLdj0smasrGYYA0obLi8vaXc7yqamz2tjWdbC0ek6mqah62U97vuAdQXL5VIUXoPwg6yVJlIyusT+ZR4iphDagjYaqySOyhWWTz/9jJSgLCtsJvy3WbrvrKOwxc+9/n+G8FDkqU7TjS0V/NPPPsMmx2a/4fz8Bf3QsVwsmc+PePPNt3nrzbd456135AL2fY6PCJRlwfHREYWzgKfdb7DaCYzVjwenYgnjHDBKbLldKa6RwY8SxKgK/FCw3V4zjB2oxDi2EHOsfKEPUkBMhuyVy0gK+DGKH1AiE4kNKSm6bktInqIqKApHUtDu9+zaEWebfJJd5hRYrBMr96IoBDoeA9bImMwYw2Q250dF4TQ4scKP2cVxSum99biYSJGRFEZilBgKZTQhepGV+kkCKQ+QNfbWkj7djihkD1B5IVKcrM44Xp3yK1//Jv/Jf/IP+N3f/Tf8s3/2X/2FFo4/zyG/6lTIyM+T0IRo8MkSVUFSRvLS5KXovBga7SjdGZV7nco9xKoFipJEonAlZSqJMVLVFW+8fkbiipTVJ5LyHAnDgHLyMM2qSrgY0dPt14xDx363pW1bzs7uc//+/Uwy1xRFTYiam5sN9+7fY/QtV9eXaJ2vaRi5ur7k4YP7DNmPwznH6JXwuqzDxngwGBvHDuU12pT4MUnRljduce2NnF+e896Xvsr9B6+x31zQba+pqpoxiwOwBmIghIHCOsrFQ4qiZvRX+HFkXs9wLmHdgB9GMDVd6xmHRF0u6EbDdtfTFDU2KOhEYaHsnHLxBlRLet8R4wjKkc8gKlkUlsLUFGZGaec4U2akRzHZJnxhxyHQ8g7awwFMYAr3TVNcAZoYFBF9eNaM0ZydPeC/+N/9l/z2X/sPaXd7ul3LdrvmxdU1b37pPeaLFUrnWIG8CzvnaOqa7XaDd45uGOX+5JaXMjUxIH5fEQkezeBw5uwUBwM5kNy2EALtes0w9Gw2W66vblgsFjx+/BplUfHx1ad8+tln7HZbum7PbrdmuVzyx9/6I77/ve/xzW/+Kh988EOurq64vr4+OPcOw8B8PmOzWWOtyUaDEMYgoaXaslodY3VPD7mggVeKHDJC80qhEg/nXdYqlYudKa3+zliRqThNt+cpX6ufLloPVdYXekyjxq7fkgBnMw8zBMpMqJVCJ2VTSg6Ug127x47STAcvgdS+F/8bQfQVrqqYzRf4vseHKVh4vAUmkfs1ZsJ3mXMftRZ37hDCgSx9dLQkJvGns77DAkaX1EXP85ef8q7uuPiDf8fm0w9556//Bptlw7Ndz/c+uyS5GUM/knxCx8hqsRDEG8PYS/ZXUzf4QeT512PHpht5eXHBoliglGV1dERTlizqgvObmzzLNDy4f8bVzQbrHO0+Qoj03Sju3ZmjWhQF3nuaRgpIPw50vRR0cm5ztESM9H1Lyg7Nw+hpr69YLBaYUkKUrbWkEPAe6qqSkONhzLxDWQ9igIf3H/Bxt2MKav1Zxy8ueJI6XCiFPkCa3X4PsyOqas6Tp8+4vr7maLVku9tzevqA3/zN3+Lho0cM2dGz61qUguVyyWw+RyuNVpIuLq6NFpJiNlvSzGZi5pRToKecDqV0NgjUufPWjH0rIYvGMpIoCos2FTHJBR3HAe2sXHSjc5XuiFGY8CEipGVtsUaJk+lyRt3MqJuGppmhdIkPBlfMUcrhnHT8xhgKV+Ug0XRQacmfgtYoUpaZRrQymJyEG7LDK/EnYiAm7wWUpBcbK2iOkXMfER5HGm+NEqUQCiivDh2EjtPYTKEyepUyKVEbcXm9f/aQv//3/hH/s7/1H//FVo4/x2GSIulASoGkbN5ELSF4fIAxyDhpUpcRIZmUf/cFVfk6TfkGpT3F6oZECSqgkc12tjrh8Wtv4OOWfdseHjrhTCWM0jTVTIrqQZQU+92aod0yDC0peGZ1yXIxp+97Ytczm4mL6suLl5wc38c5+OSTj+i7jqqqabuWzWYjBbqzbHZr1psNVVXQDQMpd/0+RqrCEQKkZLGmRpvAznuKooLRY7wge8PQst1eobRmsTymbua4smQce+FfZA6YhIh2EAPVfIk2FX2bKIsm58m1JNUxRhjHGc+eX9I0BWU9Y7dT7NsBZxK1sbKV6YQ3x8xOvoRyTtASHTAYfNLEFDCUWN1QmBmFm2F0iVIyEhbPqS/WNm7qtuFQ9xw+nnKwYopordDaYnTJm+98iYcPXufTTz8lxpGvffXr/PZv/Yf81W/+FYb9lt16Q0pwfrXh/sPHnJ3dy3lJMvIRd+Z4MKVbLpaAousl3HNqJKbnNiZx947pkD6VTdhkmS0rIaSKSZ0nJdhut1xeXhBTOBBgJ0M25xzHqyM++eQT2rblT/7kj7N/Dnz+2Sfc3Kz58pe/zP3793n69CkvXrzg8ePHgijs99S1+JXcrK/xIRPNszmjNjp7Qg25SLwTAZHbNO5yc27rP5jGYIfxl/xPUJ/b8eZU7MRprHUHx4l31r5XVF5f8DE1huKjZVAgXmwJQois1xuGoRfVbvbLSSlLypUg62VRoArF2Pf4UTNvZgCEGHFFIRJyb2n7HdoYjk+Oc2BvyOck0mdyvFH6YEnQt91hBFYUBYMfKIyhtEKwHvYd0Xsuf/AnzPeXnFXgIzy7uMAUcz6/7vj2x8+56RVFZTAqMsSREAPbzQ11qQlRKBzGOVxRYV3J0fIEhh1PP3qf9WaLXW2xVUPdNEDka++9Q7KaF5ueEKFyitoZYop8/atf5fzlc9oxEZMo+UymdBhj2G63GKMzIOGpq4pZI7E4SsPlxRXbzQYQE8PZrME6SUc4Oj7O52bAFpb1dcvNzSWXL58JdcQKAoRS3Ds9Y+zXPPn8Qwr7F42WONTt0xxWtqoYRpyVBbqpa2KIXF9v6b1nuTjj5OQUP3rGXuaYkJjN5iwWC+netZaRRogQA0Pf42OgrhpcUZKUgZjo2haTrft15kzM6grlLIVVjH1LCAPz2Yxx2NF30rlXVUk/dFSVFCQS7LjPkK4QLEc/4C1UlaFwjtlsgbWG3X4tvI+yklyjYg6qIEaLK2qa2QJjSuEBOYfWt4ZTB3vxiaeDbFBTxZmyUkOlwKTSCqNncnUmLxBKZb+HqIQnoW+dPSVtOMuBg4IRgs78n/xzTH/Kx5PRYu7PYi4qUsIow7xe/HstIH+WY9h+DErmqs4uxG9BWYIOFGpExR3jeCOLEGCkoUJR4Ox9SvcmdfE6pV2hdE1IDvBYZVhf3NCsznjvva/xb7/933D6JS8UdSVFopyvBLqn667oNzvCmNjeXBPjQLffslzMOT4WmXqMAecqtNJstjcslw117bg6f8HF+TOskRHOfr9nGAbeeustYkxst1tu1jcU5T1ubtZs93v6bsdiVlFXJTGnX7tCAklHL94mSskCBErGve2W9fqGuiyZz5bsl0cMfQ+6F7mzEt+evt9zfX2BbeZU9RI/zqkrjXWBwkG7H0HPePJ04OoqMV80tK1ivQZjlxg3dfQaTEFz+g7l0WOJ6VAKnVT29CmkuEkWa2x+/jvG4PFJ533yizexlNy6W6WWEJfVYSNNEwitDVqVfOndb/BP/uH/infe/grXV1csFxX37z+SIEXfcXN5Lg2dKji+/4jXXn8TZ10O9fYZmVFMmT4nJ8fSvMTIZtfhgzQoKaaJxSs/qE6HVGlRsknBZK3E0YjMeTiEIve9IDvGGE6OT7nRN4d1MsXA0dGSs7NTrm+uePr0CR9++CO0hiKjDH/0R3/E8fExSimurq64uhKy6FT0hBAFrcqI6TgOQKSqDNbFbOIaD+sOh0InFyMZeImZnzTpPGMmLr/qsH0b4jrxheQdX/VNUq/I0adiaBKYfLFHU5UoNEOOI+i6jk0O8j1arijLAmUsfd9iXAnovLkKJ6soCjQQgiAa2lr2vUQ/VM2MspRMuxgDTQK0out7QVHvWCsYYyhdkRPA1cHYtu8HBj8SUqQsS4qyJA4t7X7HsO8pUuT8k/d556iiKS3n11dUxyeEasHHL3ckt6AgMW/EwLTtPSYNpN2axWKJjZbtOJCMZoyJq4tzdISq0ATnePD66xzfP8G6iqv1FWY15/7xgneGe7z4w+/hXEmlFavGsUuamDxFYdj7UZqydNuEiFO0NNnWWmIdCePAfrcTk06tOT074fjkSFAhV2CMpu87gg+cv3gpnmXGMA49n3z8Y/w4EIY+e4BJiHEisbm64ObqEp2gXM5/7vX/U0da0qtIMF7M8/MQA7vtlnbTsWsDg4/sWrmob7/zDuPoubq6os6ZI03TsFgsDi6U3CHOBR9oW/GrEK8cUUv50TMGz6pZUtcVxVBwfXl58I+QkyuS2aoqOT05Zj6zbLc3aJOom/JACg4xUtcyYxyDSMFDSMxnC+pmJuFw2jJ6z3J5wny2ZHV0j6o6wtiGRCExEFZmv9pY4d1kV2ZjblVWEzk3ZKXY7Y0uD4HSmhjNAVpVTh+IhUB26xV0x5kyS9lVhu51LlqyYzRKipkDYAwhm3kJmqNzWKTJ6NNtMXTgEf4Sjn77KT5sUSpQuBloRUw1tjimNorSJFLaQPQH0rbSCmeWzOu3qYs3acoHaD0jKSe5SglUVDz9/Cn3Hr3Jf/X/+Ge0bkdQjqQsUalMXE5E9rT+OfvNx9DdZ3fTQozstjLS2m3XPHnylJPTB7z2+psklARzEijKkh1wcXGOUQaTDH1WUSyWC4qy5Orqmh+8/wGr5ZKLiwt+/NFHnL+8YLmaYe09qlps5Y+Pj0AlQlA42zAQDovDfi/y1evraz5/8jm/8pWvMZuvqDcz8cOJSTylnMM5S1OWImO1htnsiKFbYsyAsS0Rj9IV66vEy8uO5eKIEEp22wiqpqgkUy74SFk6qtkxy/vvoeolVpUo44hjHk4kg06S+N73a7wyeFOgksZgMarAqvKAYnxRx4S63B2FvKoMU3nspTk+us8//E//F/zmX/2bFK7h0dkbGCtrjfc9m5stY9+zWB0Rdcnxg2N09tPyITsOH4opMFpjrWE2m9F2HdZaSpQoCscxh8amw3Ocoqh8QpK8I+CQtzcZC0qswA7vPY8fP0ZrzXK55OTklLoWt+X9foc2ltOzU54+e0KMgWEYcFaz6zp8CJQ3NWdnZzmQsufJkyesVqvbsbbWtJ2ktY+j8E2Uhqp2tN0NIbYoPTVgUuBMZcoUYwBi0DhxdNQt4YfM1jkQb+XV6bZJni5NSofa6FbCnw7rUb7Kf0l3y88/2n0rSeh3CrKiKA5y8dlsxlEzp6q626Y0q+2keZcGRespLkSa1bLKuVtRqBspRcqywIcoMSH5+0z81+BHqrpE6SLvi5GyrKjrms1mxxS5MIwDvu9w1rFaldx8/gmMO1Ynr1O4ioWKfPW3fpNvf/aSG0q8EhHBi/OXLJdLjKspTEHsJQNv6EcGP2InMUZZomNC6cDq9Iw3332Hs7MTimrBGCPt0HF2+gZlYajLOc/OLzEaPvjoU5KPtPsNXbdj9EICz/TzO83/7f6jtcYhYaLKGIpiyhfkUAT6YWQYvNQXuz2zWU2voG/3zOuGm77n+OiY2axhu9sRYmQcRp49fQ55LNlt/4I+PEqpA8cgJbIpvUj6nr58QbcZCT4RIlKUVDWz+TxbUSdRLZUOV9gDZBtCELXKHUvxspqzqiucKxhGYbb3/YDJBFcx8wJXtiJd15HN9RVte0mKA94n/Ngy9Dv8sAeVshdCjpBI0j13w0hZVGL1rg0qBbp2RwwJ53S2DLe4coUxc7Spca4W6F5ZiqLEuTIjLrcE48kmfSo7tDIYK+ZVYiefx0nKYNRtks9ULMUQCWri89wWUUkrAgGTNCp3TZNHhr4DA98uLIfJOSQhJ8ao8rRBMrxCTEQdD4XFF52BBNBygysyDK4HSA4Y2LfPuN68YLN7ik/7bCOQF93oKN1jCvMOTfkOmhVGl0QVMMljk2L97ArVRf6r/+v/hQ+ffM7x62D1gtKCTh1KR6KBpFs2+4/R/X3YK4ZOyYPVbSE7Gbuiou92XN/cUFZNdvHu2W9SlrB7wtCxazuWR6cEP+Cait3mmt/9N7/DJ59+wjd/7ZvcbK75gz/8n4jR885bb/Law/tcnV9R1TWzxZKXL1/gvcQ6bPd7lIK+C+zbnmEM+HFgs7vGFgbjCoqikmwkq9C6oHRlJvCNxNCjbaSs7tMOn2CKgcqADyXt4PjxR88Jcc7oLTc3CqtLyqJGR0UMGipLsjX10Vc5fvAbaF0L6hSFt+OjZCxFJSnFMWqcrjE4Cl3idIk1lSCexn2h99Bhg4oJhRYKcpp4cJCiwvtA1IrZYsW9s0cMw8hm/RKlIfqOuhQuwHqzQWnHbHGMNgXZeZQhE8unFPTJgT3GhFYq+6EEqrLAmMTgAyHCkFHsqcgIPuQ4mUQ/eJQS2/4YAn3s8DEQo2e73bBcLmma5kAyns1mgKbrO84vzimqivOLCza7DWUlajEF+AQhJNquoxsG6nlN+3LLixdPCUkoANpKZI5B42Mk+h6VElrBYm7x/poQh1sy8sSpUT9RSCpIBCY5+iTEuiUhyyGxObLe3BanZOsenf3A7iA9hyZR/UQR9cUdY1T03YCxBoPCWsdy6VjM5wTvefnyBSnCfDFHZe84ndd5VziqsgRFtiQx+DDinKUoZbzio2cYxW5iuoe0lhFlYS1d19Jut5L3VDjiGDPFQa7BEMdDPtcYR5qZBGI2xYJCRb710QfUtmJsjli3Gx68/oBiteLmekcqJLA0hUgBFFUpMSi9xxApdMB3La6uCSFikuf+vVMpOqJYZRw/fMxbbzzm8+cXPD+/oWke8slnnzDutsRgMbFjPl/w2qP7/Ojzl3T7LWVRcrPf0PvJab5i0czQSgva3e2zbctA6HpG76nqim2S+9dYS1WWKKDruyzR90wmnsM4iPWLcxRFTVkI72q1KnFlyW63o6wa4aYpQ5PT23/W8YvbsqgO1frE4FdKEUPEq0jSibK09EOgKB1f/+pX+af/5B/z2uNHjMPA0A+kFGm7HcGPLJcrttsthbNigBVGnCuYzZQ88M6htFzwYRgO/jZaa/qh52R1SjOraXcvOe82dO0aRaCqa6L3DP2ert1jnYyftNagNGPfM44dMXjazlOlgFaWlAJFURFDT9HMKasGbSqcE7LqMIhJYVkWd1QPghpNo6OpklXqdm448XB+FhFPKS0IU0pYOyFDCRXTAYGRrsegzK0SC6Tj1D932H3rYxGnBNlMtptIXSSB17kNlP7CIwEA2nRFUktqd0zSM6yeo1LB2K0Z7DV96mTzTprJgbUszpjX7zGr3qUsTrGmEk5XUJik8G3H9YsL/rt//s/57vvfxdmC08UZj0+/zLK+QPGRwKY4UggotWcYrhk2jm5tIIBKMgJ1xlI6S+Es4zCwWB5RWM227WnbLQnPOHoh+A15g4ie7fqazz77nD/+oz+grMXT5OOPfkTX7nj82iOapqZpGp58/jkPHj7iZr3h5ctzQhDVx3bXSlczJrSyKGXxYeTl+Uu22y2gJSPLWTHLM3ljiJH9bsvL8+csH75BXd/nw49aHj6S605o+N53PmPflricb2dNgbFVLqJKbGEo5zOq2TGP3/p15gsZzYm6yRMYs5xdSFVKFxSmonJLareicgusLjC6EKWW/oLT0tOdYv7OEaPwdiYej9GKe/fvc3R0Agn6oaPvW2Lo6AsLKTHGyKJZUFUz+kHk2uM4EGPI2XnC2Yg5uFciOBQhRz44a+V7ZXWNl8RXGb0rg7JORj4Z6R36AWMkWmJCf4dhOJilmTyuFwQoQY6+efHyBTebLRdXV+x2e1arY3EGz0aGShtCjOz3O0wWMUxO9bYoJRKhKGX8kvP4FEnQgqMZ3u+lmDlQcQ6rwuGcvxLySSbzkO40Wz91pQ7X6JUx1uHL71y/A8oSM2r3xa9FIYlBnjZGQlyzEnQMgc1mTdd1zGdzQeiCP3CNyrrCGSlYQgyARivNrK4l84zEzeaa7XrDrGlYzMU7yRWOytgDMZoYGfqeoesQ/5oa9OTjNnJ1fYXWmvl8TlFaVAwkH2jHwMXVM548/Yx3To7h/mN+9If/modvf4OLfmR2ckIXDR5FVTbEfSL6QLdrCe2GcPM5JwuHQhyL61mNQaT1ASGSR2X47Pk5z58/Z9eNqHLO+z/6CPN4xXHtuL66ou16Hjy8x5vzFd/54EOOjk9xZcXVeoutJGi7sPL7XFxcsl6vDxETs7pGp0TwAzfXHSFFlDbMsghIo4heiMxTPIRCsVyuKAuHs46u7dAkuk5Uj0ob6pmhni2k3ojpF95Gf0qW1jSxzXkoORRTZUvyZlaCB5Tm7Tff5P/wX/wXfOW9LwOJwRi0UrTtnqvLc05PTiTVfLdmsGLwV5YFKiSsLWjqmeTSqEBRFKxWKwrnCH6k7zuUShytTohhoEs9Mew4PVpKwuq4Z/RbYGS+aNBWCE1Tfo1CeCshjJS1E3KjkkVOHGjFbl0pMLZE6TKTMsWbx4eIywWMjJfiLfltKlCUupNNJGc8RrFr19bcIiqAjpGAYhh8XqylwJmKKaONkLF0LpySOsDsr6ab3y4sdyHa6TWijpAuTOflTHKQptVqYh9+sUcIFtPU2GpFVdzDmQUhWdrkULsrQtDEIL5ASYFRNYv6Peblr7Cav0NZHOFMTYwRExUpKq5f3vBvf+ff8ju/++9oZkf86ltv8x/8rV/n5OQ5YfwMW4pDMYocszHixy1haPCDRUWDUrIBDP1AP3iKouH+wyUxeIYQiWFgt7sGJZ3+2Hv86Lk4f87V1Q0PHj7i5cunGBN5cP+Uzz/9iE8+/hHLRcPRasnpyQlGG1arFcZZvvVHf8z65obZrGG/36GUprEFSstuIJuv4smTp1xcXrBsJKRwUnAZY/HjyIjGlbOMJGia+TFFecYnn/0IVM1nH35Muwvi2WTE2bkshA9QFA1FVVHN5syP7jGb3+P+o6+T7FIiK+KIjz0pKQwJm92VtW4o7JLKLSiLBVUxw2iXix3z6kb2SzwOz4OSEYlWivsPHjCbLzDJZA+UjnGIpDAcxsqn9x8QUmIYPSpE+t7LCMdKnhIZoU4JGS87S1WXlGWRiS2ZG5NRiqKwOfRTmrzpZ4qIJNmHQTKUilIy/PqBk5MTlFJcX9/cKXbiYYRC0tzcbOl7UQDNFyvJKAqBKaG+cI6+a9FZzCHfVlMYy831DSwXiAGhCDmUhpPTpWQ9xWsmdahwlvJeMQHGdyJDXg1r/enLfRe3SQeuzxQSmmCyLrizGd2uiekn1rUv7nDW4QpxK3fWSoDoOFIWBY8ePWK325GSSJ5Dimy3O/p+ZPSesnBi+mcd8/mCwhgxAo2e3VZGYovFEmccXR4jyrh6J+hF23FzfcnFy3MW8xkYRVUpyspk3lWkriTmIniPq0sMsB97ooIf//iHRKs4+dJXeDIozkNiPDrjOlmStRJXEwIGmM+X6BRoU4+2irbd8MH3/hhWr2OOHzDGHPBtDOMo3LSiKNn3I/OqoJxVeOXoh46bTcvZouL+2TGbjz/j5bNn/JW/9tts19doFM18TuMsV+stPruGl1VN0wh/scuZcov5nOQ92xw5UdW1NFRKUZQlKQo9Rbh6BjsJCBCfsK7vafuB6MV8dfAx0w9GfAiQFIWT8eTPO/7UtkxGWkJOi1HkczEnWI9xxGFp6oZ/+o//Cb/91/861lrGTNDUWmdjpkSInvXNlThQqopZM2OxWOJ9xBkhbI3tIKQk73OFW3JzfY0PciPEFPB+xzBcYUxPVc14cO81rm4uePrsCkVPShajC4a+Y+g7cacdRrabLZ0fWW92NNUClMUVM5TSVOWcpjnl+Og+tlxirfiugBZpsXOHURZMHJg7BQZZoZFuHW9TNuvibpGS5Zhaa5x2B3+WqVDS2uQwOXPg6wA/dzGY+B93SdF3i6KUMjFVSaGaQkZ4JmLhL6epYlWu2G2est++ZNa8xmr5BmV1gjPglEa0nxOpqKEu3mbV/Bqr+j1m7j5Wz9HKodSIYmDoe/6nf/d7/Mt/+a95++2v89d+47d4/OgB3rzk+uZDZvVznG4lWgJASa4WDAQvCgynzYFfkTAsj45YLJdstxtWqxXDsOfm5pJ2d01SkbKqGYY9YRSlmXOKod/ix47j4zkwsN9tuX9PTDPPzs54+PARfduxWh3x5MkTXrx4QYwB6yRocD5r8oYqgXeuL+i8dJCXl5es5o+JIWTjuwKlNYPvgUiKnhA9Qz+wONK89sZr/PN/8S1ubkYMJct5xaypMMpQOlE1NvVCkJpqyeLoAVVzj3e+8hu44j5j1Kg4oJNGhQDBoqPCqSJvbiVGVVhd40ydPXhsvk9vJeNf7HErBX9l6JKVLxJDchvIqUZBjptmhtUGCOz3W1bLY6qqkULIe2JIeB+yh9YUJiwyd0FIhYdgraxTE/qTO4iDQaYzmiFG+doU0QRSkufYWbH+7wbxIaurihgjV1dXOCcp3dP3np5fV4jjd4hCGq6qmvliQdsKD0XFgLMGZy2/8Ru/wb/8l//ywBFarzfUTc1quSAETz/0BzT6jTfeoG4Mm10+o2k6o5NlRC5o8tpxN5JGjp/tivwKPjSNBdKdz/5EofQKj/CXcv+I9NtojdWTH1dgPptTuKwIHj0hhoNariwL9vs9NzfXhOCx1rJcrui7DlLCaJjVNUnL9eq7kd1mT4gDs9mMsqxQKFxOHDf6hLqsaGYNZVNTV/VhX2nbPVVVZtTSUFaO0EuAqA89292Gt770FR6/9ys8/fBHDOWMJ73mRkGbBspZQ0iw7waMqSTsuq6ZFQX6ZcEbr53Rzu6xTRVtP7DbiTrKaCFqRx1JhaL3EVXIs2SV42azZ982osJSit///d9n3wfGrqc6K9jeXPPJk+dsdz0PHz+mysG11hUiXBoHnDFcvHhB8F5oL0XB0Mt4a7fviCnSzOYs5g1jJ55HI6PcL1q4dSmKEk4phSsrYpRMMpOEimJNQZmf4Z93/BmclvMDkKaiB5RKRJXwMZCC5uRkwTd+5RtUZU0/9KQERSlKJpWt6DXQ7ncSeDmOzJpZJjpGhqHn5uY6KwiEn2KzNFMbw9HRCVrBOHaMfg8qcnS0RMVA214zn1U8vHeP2gU2u042Opvo257oe8BTloGqmVGUc+rmiPnilPnijLo5whYzrGtIusLYGWU1y93SrbeG8HBkc5pIdnfn1CnLPe/CuFrfcnykMJH5fowRZaRIiolDCOnULYrjcu4eD/0Xec1IB9R4+v4T2vRTl24i3YEEr+UR3DSOm17zRR/PP/ljurHl5N7rtPEFKfY0s3toZlQ2IY+7JSVNU77J8fw3mddfYTF7DWcWFLbKfhgJzcgHP/gh/+Z3fpe/9bf/DvfOHvLwwX2enX/Kh09+l9e/ds1RYaSA0hzw+pi88CqU/P4+hIzuKUJMjN7Tdj2PHt8j+J6XL57S7q4JoUcbMKqg73YST6BGiqKkbTe4Ao6PF2hjqGvLbCb3/fHqiOV8zkXfYqzi2bMnGSWY46xhPp+hjSg0/DAwek9RWspigdWObuyAhDIGhTqkCwdrMEYRo2ccWvy4Y+g2kpq8j1RFzfHxHOW2xOhp6gpnhPuBchRlw3x1n9niIc3qIUenb+Ojy+ZpEIZAHBPBk52ZxZ8q6SjuzHrEmxGlDMmkvFjHW5LsF3RM9/rdWYrKRXLKPjAxyXoxny9EXp45BfP5Au9K2m7HbK45O7tHDIngJRNoHH1+TyFUxnSrWopx4vHI81OWYmom5ORIDF58d4IS+wgSKQQSAYzOvEVh7e3bjs12I9YHPjAOI/P5PMvQJUl9In+Lb84tf1Ipg7aW2XzJxfk5RVkyDkPm+1neeONNvva1r/Ptb/8JKeXkaCVjuBBi5tXAbNbw6PFjfLyahlOZA5UyXUfOsdK3qi11h9Nzq+b6uVeKafx+l6jMhCIdXqd+ouH65RQ8R6sl280WHz2r1QpvpPHZ3NzkRlZQ+Zuba4xxjMFjjObk5IQYQ073hqEfqEqXeaKw3e3oLq7QWBHeZNrDbrsBoCzEy2neNNwonR3BhQu027X0fU9TVxgF1zc3GGsxzkja/b5l7NdcXl7y9W/+Fdre8/3v/4C3zk747Hpkx47lkYSV+rGnrmYUyqFSZNZUpG6NSYrSONxsgaJmtlC4UiTds2LGMPYSneMEOWzbjlljZc/eXeDiHh9G/uS773N1ecPnz6+JtuYHP/gBb771JqTE0PcU1gpxuO8J2TG871pe3tzQ71tikliJqMBax2w2Y9bUGGsZQ+DZs2fEcaSua+aLpYwdncWlgjKHvLbbPX3fy0gsRkGs6wZnHaP3/CI64Z9p8D6ZDU6Vu3BgZZHp+g5lDLP5PDPaI3XTYLVm6HvmsxllqfE+iKuikW/pg2e3k1Tgtm2lCrQi6ZPNXxaiupkxq+c4Y9j3a26utqxWr7HTmrG7IMYd/bjF2MhiMcMWkcVyzjAmdrs5RM0wtgxjS10fsVo9YHX0kNniDFsuUaYmUJBSwegTKok5E5gDdHvLMr81CbyrqoJbgmPKX6SMyTPqW4XJZDhmrPifGKspyuoVlReIl450P69ygJSeAhLlOgi599XF6KeuW+60JmfmV65n5LaY+gKPTeupqvssZl/BlTOGcMN++4IYEilsmBWWmnvU7gFH89/geP5XWc7fpSyPMbYmTATvVLDb7vnuH/+Ib/zqX+Pdd97l5HjJd77/Lf7wj/8Hjh4M1E1NTBZUwSSFV9kpPCUJb/QhZM6MZhg8PgTsOND3LTfXF/SZ/D4OLc5BUViGoSX4QTY26xjHHmOMyNab8hZ+zQ/JajEjpSAoYxgxVvHgwVm2Wi/EcMv3IoPWIp1fLeeIOECShHXhAIMtKkDiQrRSYsI19jB2dPtrNtczHj94jeOjeySlOTp6TPQvmTc9s9IRvaFuZpR1jatXnNx7g+XJIx6+/mUSBcFHIiMxiB/I2GeUI4gyEzQRGavoVGBMhZh43loy/CS35i/7mFDT6RmZtk8hXCZ89EQCWpMt6yuSzoWL1oTKU5YFxmmU1rkLVIfz6pxjGAbSYcOWQiXGIKO+IO81jp7CWbquFx5i9tQahj7HdAiyO2WX+SSwe0xJiLLGCEexH3j44AFATk83B4dkrQ37tpVsJ+vQZhCysbbMFwusKwSdiBEfIuPo+fa3v8Pf+Bt/U8wrz89ZLGZsdzu2u90hL2rauI9WR7y4uMj8lHCQnk/IznQlD6NyEaXfUVPdrjWvjLrIBdPdr+cOk1HdLWvS4XO/zKNvW+HtaEu739N3PW3b0rVyjk5OpbDp2o62u6IfpSitqpqiaHIzqiXCJ/8CCsV8NsfaHoUheHme+14UfXVdA+CHQEzivjxmtEglxWKxEDJ0jNnnq8SHiB89vh9xRvHJpx/zztvvsDi6x369odvv6NQxs7M3qG2FzcRoZ6UwqF3BOHSEfmB/s+bJk+eUlaPfGsZyQdk0oEErTdft2W5umM9nEAwhRawrxbrB9+wuLthfv+Rmu2Hfe8rZgmEMtL3kw337O99D2ZK6rtm3e/Zdi8mxTX4c2W03+FF8xMQnrMAWt5QTmWomVEpCfXFWzIdREvCMoJ9KKbkWRYkfR0kzsFYS7gtxzi60Q6m/oNOy3LA/w2MjPxmRRDmr+Mf/9B9zdnbGdrPBODHL89lFcbJ4jzFxfHJK3QiUXFYlXdtzcXEOJO7fu0dT12w24nprnaWZzZnPV6BEVaVHQzM/o6lK5rMVL59/h8uLlzjncYVI1I1TaLPndHHKg/snpFjhQ8QWkoFibUNRrsDUpGRRk8+ILjFWMQ5BpIaJ7J9hsvGfOhAYU/bR0VoTM8kQyN2ZOhgExoNR4uSvo+RiW7mYaSpw8qLxk0nDB3wpd30H2WtulZTW4jED3EWX7r6fUlKU2QypHnKPciGkfwmN1Ve++b+k7fYEU0N0FMWSvj2n3z9ns32KCokHq1/HFmfMF19jNn+H+fwNFDNJCg8BrRSb8xt+55//DkqXfP3r71AViv/+X/+/efryU2ZLRzdcs9nvaVJLQpOSFp5OBKJFpTwqjBCi8DTGocfHyH53IzyiOAAeggQJGqVIIbHerGWTjNlzKUXKqqCqSkrEVTkFCaatqobjkwdsthtxWU6ekxMxMkwx0FSVbJBBMfYjThcYW0sDMXiuLtf84IMP+PK774JxaCvoX98PRO+pnKNyhcyxuw5f91TVCVoZbrZ7+kFTFUuaJuB0wlaO5dERylUsT17n9be+QdGsaGYnRDQhDaQYGccgxU9IjL00KGKxL4huqQqsTkQvPizJKJTRKH6+0ddf2jEBO3cLHW435KQgJElw3+/Fxt86x8XlOTc3a2aNdJIyCgyvvFeIARPNIbdOrANC5vDEXPAIMjsOntmsZrfb4b2cNxEJCCp98MvKnjRBGdabNUbL4j2fzwkhsF2vadv2gNB2ndgSzOdztDbcXF8xDj1HxyvGGNnsdlhnRYWTR0/OFdRNw3yxoNu3bLc7/s7f+bv8t//t/5Pnz59hS4cPHu99biQdb735Vv4ZM3KVxPtKKXnPyZVaJON3xlSZlyRry89osvLsIa9GTIqun+d6+0uaYP3U0e73hyavbTvGcTwEt+pcCA99jyscj48fZ78hc2hWj45OiD4c1qQYA5vNFozOUw3LppNRkc4O//vdThD2DGkZY7GZvrDb7ui7njJnoJVlKWalxtLuW2xVk8YOQuDdL38ZVzg++vxTur7n0btfQZUz/OjZ7bYopXFNxdC29NsN49hhY2DsO1RZc915MANKt+y3I2XdEGKPVZrCGvp2R7lc4KyVTD8NCQEwCqt4fHwPtCXFyPnFFW5MGFeSYsBH4ZCFECnKkroU1KbvOylSagldBn3g2EzoJynh/UhMgoRNfNiYoBt6QpS11mjLdrvDaIW1GuesEMOtYTI+1Vnl/POOP92HZxqjQL6p09RugVKsTpZ8/Rtf42Z9SVVxCoF6AABmaUlEQVQ0LKoVPshCHIaBrm/p+o66bpgvVmIfPWQCXVLMZg2jHxiymuLm6hrvA6dnZ9S1SDSNNgyDWHUX1QztKoz3LI9eo+su2dw8oSwVpihEflfkebsD5ypCKlHWoVWBsw3aNvjg8MmidUXCEsaIDymrmbI67c7YZ4J9pw7udvRE5jZN7saSLBSiB60k+PPOa6cYCNmQs/fFnaJoWsSnEvNw8ab3UFoKqiDENhmz34GQ88eTtN2YPH47oA93j58kQX8xx8nZr5BSoO32+KGDMDKfH2HNCSEWRF2ixo7l6h3q2WvMF6cYPQPv0LFnvd7wvR/8mE9+/AkPHp7xznuv8eEH7/Nvv/1HXG9E1fDjH33I7Ljjy0m4PloFko6oFFHJYFKBTpaY/ZEIgvwFP8pCYy11aYixoywd/ejFOj7I+LFvB4w2BCK2sHlSFimrkoS4+zojSoKyrElJpMeLZUPft7hCo7XCZaMxZzV6UBRGRg/WOfZty2dPXvDDDz5EK8f1esu8moGyOak8O2JljokzwjuIIbBeX1FXBavTB/io6IaEq46obaKe1ZTzObgZb7/3ayxOXscWNVHpPL4RQ0qFEeQLS/Q9fozENMp9ZRzBK2JUhKAkHT5AssK/+qLvowNyOn3MFNoySaNjbgIMm82OfhgolKVt96zXa9k8HtxDEWUsbYR4HKLkoo3jKGOGjMiGKGiX1iqPl9KhKLFGo01GYkcpeGJEPFOCOIpLQS0jMe8DRVEKL2EcJEyxKtnuNrmhsgzDwGaz4epK7uf1es3q6IT7Z6cEFN0wEFMQM7rCEbwnxYQxBYvlEdEnPv3kM7773e/w2eefEVNAO3EGNtZgjeLoeMHZvTNi8sTogUBKnhh15mJN69G0nsRXUJ/bhurnXCMmTuM0vLoNHH31Wsqr/v9xWJtDmWNgPp8f/G601uKTozVjlp4Pw4B2BSEMTI7Zsh5L41mUFc41FNELWdhp9jvJdyyrSlB1Ba4sDkVV27YM48gwjMTtBu9Frt62exIRbZfM5guG0YOSpPZdu+Heg4fMFkv82PHxB+9T1Q1X6x19fIEpcmRSTNAH/NDi/UDEY8YBFQfKoyNUM2d5csyYxDBRkOKRONkw+IHdOqKMZRwDXbdHxYAi4INl2PbUzYymLnjnS+/w+YtLSJq27ShMKbQDpVnOl4cUAKVqRj9irGWxWmJtQd91spZ6T9dJ1IQYCIpRb7vfZ15PoglN5gMrdCmNe1FYjIa+azFKGpV+8FRlxeAH/DSi/lnX/xfdHJM1w7Thq8OtfDvecoXho08/pHI1j+89EvfaNsOEW1l4rHN5rlxgjEPrwDgOFM4xbxq2u4Fnzz5nHMWOuq4a2v0erQsWyxJXFPTdlrKqsMYxjoHRJ7SeUVf30Wja9oqy1BirpNgxoKwh6hFjG5SeEWNFoCbEAq0rdDTEJBBkSsJTEh6RypERHBxdybPtiaujs8vqXRdRgecEzkaJukNldYKgRS6TJ6eMq7vyzqlbvf374fvewYK1Umhrs6dOJIXJ38gzSU5l/CYjm8O1VLf8n9tC65cx0CInX1lstSLVC2LwQkKzhkpBwWNiHHDuiLo8lRl4gq7v+dH7P+ZH73+fRV3zq7/6FZ6+/JTf+73f5cXTpzksM/Gjjz5ms1kzP65RZIm0EvliShIOS5TNCR+J3uPHQN+1OGeoq5LCajQBkme/7yAkVCamJj+SAtljwqGMwL5aGdAa4xxVWUFUFFYKoK5rsUZn2XZWy6lcwIaENQbjZPHVytAPnk9+8CHf/pPv48fIYma4vLri6M3HbPctfT8SQkTHyBgTuuvQRU2331A3HUMYmS9qtl3Hy/PnODvwzhtnLI/mmMLSLI45efgmD157l6ga4uFpFil78AqSISVzQGyi9/RjK+7T5QzrxCNrHEeci9mRWLhu+gvm8EzFiEJMS+MhuVs6xEkRSRJhxTB09GPCWctyOccZRwij/M5Ko407PHPWWtpO+DDDOEhBScQHTxwlJHnyEBO3bMds1nCzEV6DICWBcdRiKndnvH2IIjCGvh8YRyHdt23Hvt1RlIXIbbue7XYjZmo+YK3j9TffpGkqHt6/hx89N+s14/FeDCeNQuFYzGciY14t+MH3v8fTJ5+JHkELFySFmO81zdtvv0XTFCgVZXFXUpSI8jQdbP8Oa9otXYpXOTbTenj4x9sjpYOo5fZTr/J3JrSEA1fxl3cUZcEwjLT7lhjFGsQ5JyqixZzgQx5NJoYwEkNgv99hTY7CGaVB8uPI1dWVeCiVpQRE95HSOeb3ziQhIMZDPlZKicvLywMpPYQ0iW/RSlHUNaiENpPbci54yoIZS46O5tzsdqwvLxj2W95+7yuCDPYdvttjbYkfPHoNdWGZLWqMcahBM4SO1nvCfs++f4JXPhe1E+of0UWBSolYNygtfLGicIy9JwQoTMGsKpnPFzx6eI9Hrz2m89+jrBrW6w37zoO2GGskzd1YIcqndKBshAT7zZrgPU3diIFnKblvOk9R+uhzsLEotpqmoe1a1ps1i5So6xlGKbqMjo45lb4qK7GL8KP4IP2c4xcXPPGOuR13CWiaqCSn6Pz8kt//n36febPg/r0zum6LH0e26w1DP0pwmApstp5VJ1JzkW5m19PtDc+efMRu3/Po8ZucnJ1BingvjqfWCCxW1FLsDH1Lv79hv72mKhzGHZHGnmg6kjJYlw2j1IgiYHSB1jVWLwm6JuHQ2qEQvpCY84mL5nQzWjsZHk6OyIkY/QHFmdyTY7ydbd9Kw/MZ0hqTVH69OxgoTmOpmC3pJ2JgjJM0NJPEs//OT87NJ/KxQgqqZAwmjuyvLvnoxx9wdnLCyfEZVTPH2FLGOlpn2erkq6QOpOdfRmhfSjL+DEiQqFZGkA4lSJePA2VRYZQVDlWInL98ybf+4A9Z31zz5ltvcHnxGb/3+/+C66uLQ8LuZrPl6dMnxOAp64JmVonZrgqHWbtUGYYQIYwJPyZ8GIhR0DhlLFVTUVd13kxvEcwQ/IGHVeQwWOdKlDWYJN42tnQUhZPC2EBIHq0t2uYcswQhmkyCzyicFUfgWWnFQTkqnn12zne/+yFxNDK2Kq2oKLShqJoDoVAlT/CJcRgp+oH95RXOVYy6ZrO+YbsL1I3j5uaazbrlK++8haoLju895s23vwGmQlDkKOPM7AwsyqIR73tG3+HjwBg6/NjJ6AaFK2qCH/Fe3FqVUWI5YIRr9IUed1LQJ5Iy5CJ+Gq8p8Qjbbdf40HJ1uabd7oUkfnrM6AWlU0kfeHWTA2zX93gvuT2izpIYmGEY5HuS6MeR0ol8tutEhjy5nqcY8YhRo8zww2Ft8ONI37YSWtl1QlRtO9q2J7x4SVNXhBAYxl6+Hs3q6IiiKIlhpCosD87OqIuSsd1AHNlvr5k1c5TyXF2f8+mnn/DkyeekMKIih9DLFBPaJBbLBQ8ePJbnQWVvJfKaoHLhyK0ydBp533rz3PK0Urolj6s7VZHKERXiYTK9ScxGq/mx4g7xPF+/X5YkHeB6s863khgw+uAx1uAKy83VFVMhFoIokowxzCrhWcr1a9nvO4zRjN4z+B5jLcvlAmcMQ9sSh4Fu6A4xFSHGA4G+KitBEUOk8wPGWlaLpVAgYmLsBvpxBKWp6hLnDEfNPbqxI2rN5fe/h1OJX//VX2FbVETjaLfiw0TlWMwahrGn6/YMXU+73UAcJB4j9lhXkHSBsVqk65kwr52mqRqcKWjqWq6sEgrEMAwMHrp+pPeRl1cbbnYfMfrI5vKS0UfKekZZCXG4HwaU1jkmSh2EPu1uDyZhC0uIgXa3P4Tp+nHEOEPV1LiyRCtNyLwd76wEgrsCSOz7npizzbq2y+DLgC2dSOKLf4+09APSkCbp57RZys26bzt+8P4PeHzvMb/21V/larujb4UMhtZYo/D7ka4fGceORw9fA+TRWm+uePbsU97/3rd5/Po7HB/fY7k4Zhg6CFKEbHZryjwT9L7l6vJzXrz4nDCMnB4fo5Sm7wPbzYA7OkKpOUa7bJw2oqIjxAqtHMZWJAzGOEIQSFrFiYMjXYu1ctImT4v4E6TgSa2htXTCr3rjHOh+t5wd56QwORQ6OThUTd48GTPLkFmKwkcw2uTYiFeJgT/5sdKapAKz+Yz5cs7Ly2c8P/8Uaw2L5ZKTowfM6pXI6o0DnaHDlNVbvwSIx2sFKaKSxyQNiPFkQuPsHB08hbak4Nlv17z//e/wnT/+I1SSjf+P/uB91ptrRi8mcWVZEHzI1vwjxiiOlsfM55aykJzqw7VQ8v3C6EipICQ5ryEOVJWjXjSYskAZjVVWrPfzvW0L6fS898zKOU0zZwxCNraFdEDWuUP3b4zBWHMwfpSiPuWxYjqo9kLw8vAmcee9vtnzww8+Ikao6gJnC/7qX/kmi9mcMAaOjo7YXc2orGLo9+y2e4bgKb1n9D373YZqUZGCZxw8r73xkLJMrHc76uUxi9Mzzh68RlHO8DGRkvhORcjmeJK+LvlA42EjT2oqIoTTMg4DrhCUwgwdWucgQhMxXzAZLMZbmPqnJiJ3vvUw9Hz88Uc8ff6UNGr6caQonNzzeawrfj15VKMSfS/oTt/3jEN/cNcN3rO+vpHk50yuLMrysAnc8nwEwRv7gRhEuaXyRh5jxHt/GIdJjtZtrMQ49Oy2m3yexaJiPltwfHIEWjF4f0CxysJB8iwXDZcXiXHoePbsCdv9ns1mg8QZVITg0UncmIvCUtWOr7z3HlVVHU6cD+PtI6KmGI1b0v1UnkxjxLsn+gDQoA6o8fT6dAdBPryW/Dl1+x6Hi5iJQr8crBmsc4RhRBuD0RIHUdU1fvQyNoyRbhjxXoperTWL5QKXzfSsdRSFoOrWSIzDbrfDGkNTiSuyD5Fh8AwZLQJFCoIWb3ZZtVWWlGXJYrlEpUiIiAKwUOi+Y9/1DMNI09RI+plMCp4/e8p/8Df/Ot/8ta/zvc+ecbHdoRDe0dDuaTeK7XZLHAPOWh7cv0/dlOyuL6m05+jsMZ2yuEpGrDHTGsZx4PrqGlWV1PXiYFQ5ryr2uqNf7/ERjDUMQQqzMYDSjqIycs7ijqqqGAfPmN3H5/PZAekEJGYNaUzqpj7EMyWFpJ9bi3OShi7Ia0cIMsqNIeKTP/BSNYqyqsQMFui6nqasbn2sftb1/0U3x22xkw5V+cFI6jDmSXRtx6//1V9nNptxsd2yXq/puh0xSTe9324ZxpGbq3O6/VYi47Vis7nkwx99n88++4yv/8qvs1oeY21FioqIeEcU0aGwjN2ey6snfPrpD7hZX2G1pe/WJEYhVzJj7B1DaSl1hbENIQXAovSMRMEYFNo4VLJiFx4TWkeskwgKV4hT5O0oSKF1OnSDk7cQQIrq0B1Or02JW/+hQ3jnrYR9Gn2JA7Q6qEAmvw+TFWzShU7EwVe7n7uEZK0lciKqiqp0fPnLv45SgRB6hmHP5dU511fXbK43B3dRtKUoa4qiRpnisAl/kUdSoJMgHiRF0vn3iGBjYNhc8YOPf8iL58/55JOP+N53/4RmVjGblQxDx+B7VMpIWSES6mHoGb1IiE+Oj6kaw6zRFAVYU6HoUErkuKQCleYQSwnFtAajasq6onAlFoNRDp8fTJM00RYkJB9mdbpguVxIYOj1tUSTOCG39kOfr284+GcY7cQu3gcyKSybB94iiKhMcg8w9B6tK5pmRYw9jx6esljcJwaD7wbGdqAsSukIncOVFd12zb5v0XVD33W0wzldt6Osl8TMwzg6O+P+G29TzVfMV6eIJ4zk+MQYDoTbmF1gJWdJiMjOFaTY0CPRLOITMzD2PUZ3GDP5SKUDAfYLvYfgTj9x2HHlH/JGmpAm6bPPP+b3fv93eeeN9yhthV7MmcbCfhzAGYLROOfwPpN6ga5tD3+3VnL/drvdweq/mc9QBrpdxziMEgkTxa4iTKjtnZ942vyHYRAZbUZ49vs9YRxJMeKcINhSZApPpGrq7L485pGbE1sF39F3W6rScnK0YL3esN0MjKPHSvVJU1WklNjt9xglJNCvf+2r3Lt/XzAdpQgp4kMQ4vmUl/XTkykyHnMHkVEcmjl+8ot+TgV659/UnTHZTx6/LIynqWu8sXkC0VOUBd7L/ds0M7a7LTGK8eBsMcc5S1mV+GGkyyhdzIXuZrsFpHgRRePE87E4V9L2PTH6zOMahX/nPYvFgrqqpPgaB4gy4nbWHvicRhtMUZLQbLsOQ6Jre3abLUcnR/z4ox+y2w3sbzbst3v2+x0xRRazOWcnJ5RVSV2WzOZzIKHjyMyMLJoCHSLO5jF7Xv8rUzAUBbO6xIdANw44a9nuOsbRk9ASpl2KP1FRlig3EELERzEoNVoxRrmv0EqUbErRdUION1rjY8BoGSNuN1vGYRReW12zWC1QKPpR9vToxSR0NpsdIpgmtZYfRpy1lGWZDTKFa3fd95PF5c88fnHBE5H030PRo+WTeXarksJHZI5ZOIbc4VRVRTfsuL66YLO+FtdI5xjrku32GoVAg1eXL3j54jnejzjnJMKhLCGN3Gx3YtqUEufnz1lfX/LZpx/Q91usMwyh5fnmmrossa7i9PgM73v2ragwqrqiqBqsK8VvRVk0NvM7DEqLXb9OkRQ8ZVnnCIkikzhzuOmdalFN3Ui6M+pLwrrXmZx892vuKhruqhVSEmVIiJGx77N80VHlDoGYCCmCehV2n7721kdH0KmYEiFBUg5taqxucG7FcvkIWaCkg/d+EM+JzZqbqxcYrVksZsC7f8bl4i922AQpaSJauBdJiHCpX/PD7/4hP/zut9htb3jx4gUfffIJ89WCwsF+v8vGifKAlIXDBwlrRClmTUO/HJjPG6raUlcKTUClPMrLo60YLHEs8F5LuGrUVMWcqpgzm83QBrROmBQIfiApiWE4OX3Aw0evU5YF11cv2XVPKOqSkDzBy6ZhjOS6CCKoSFFMNgU1l/tAozA5sV5plbs+GVsaFVkdrTg+OuXyYst+v2U2P6JqFuAHMUl0UlxYYyBZUqUOCEGMHpUk/d2PPft2zXw/p+t63v7Slzh++Bhb1kR09o2JxChjqbsO3VJAW3RhsdpBKbb31lWgColnGUZa9ihd4spanJ59VnbZLzj48S46oPKzlTlotwagkcTIzfqCb3/3D9lutrz+6E1OTo5kNBUDox9I2AOUPgxDHmNFum4PUcYZvg+EGBi6jr0PKGsOz54rZLOC2wZEK3VIV0fJaHQqcEMIbLfbnBE05BgLcWtvmoYhmwJOqql26Nm1LRW3Ltt9t2WzuWS/u4Y0spjXzJuSbhAz1X3b45zmaLXICBW4quarX3mPB/fP5P7MiN0YPDHd5mDdrVUFs7ll3Bz+KU1+PBnRTpH0U1vLT1dOr6q61CsvvRVnZH7kn/+u+HMfu13L9mYt+Uu5wd1ut1xfXeOMoOLLo5XwRa29/U9JOn3XrcWdeehJ2Seu77rDmuxjEuXccskyNzlaa4ZhoK4rYgwYNCFKfIgffKZTeLZPtzIC9YGyqlkeHeO7iNaCNu92O45OT/n0yRN+/NGH1MsTmuYYXS9YzlcsVgtRCoKQ1pWi70eK0jBrKpoYmdlIYRPRCyBhXYGxjqv1FoYdF7tr6sURUWmUFjO/GGGIkTFKynplLeVsTjStOByPAVMUB/L/OIrLtDZWxANFIQWc1iQloavjMNK1XRbwIArUqxvKukYbffDR6ruOlOkzRVEcAlyDl4InBOG7GSdCkjhKVNDPO/5MxoOHQwGvuKomjIHz83O+973vcdQc0W43VIXDZTWStY7FbMlsPuPk+JTlYimd0ejZ3KzZ70RFsd7csNlcU/mOp08/Y+gGHj96g6GTrvLpk4+4vjrn+PgIYxxX20u6bqAqa5R27NqOGEdC0lT1Cm1rjJlTFDPIHgXS+Vqm/B0ZYZnsqmmzzFsKC9nIZIGzxhFCPMhZJ4KmxEHcUWFl1MXlMYcUTnlyfYCNhdw8HrpDkSIqJed1GmnpfHPc9fyR73nLuYlRyIEpiVZlGm+hIQWEqGum3Jgah2aWEqfHiaG/4cnnP+KHH3yLb/zab/6pt8G/z6GTwqtEVJIOrmNkff6UP/69f8WnH34PqxPb7Y7dfsNbb7+Odo7Rh5w6nHBFmR+MvLFpzepohfeBbuhYLhdUtWXeaAozoFKNwkIaZOyYalKqUDhZ9E2BdSWL+TGvvf4GYxy4vHyBIlI2K6rZkgcP3+Dk7BFK5ziUdAOmYr6ybLZbEpGmmWX14JilkVmxp8SSX2mDQRafhCB3aCksUlIkNNom6gaOT49xnzzlwcOHfOnL77I8qrl4viGywJUlKmf/eN+TQsSghMsz9ghR3vPOO2/y9HLEFQX37r/Fb/72b2PLkpCVTCklQT2zRFYpDVoigXUmT6ukSIXKrtw9CkcIhhQ3hDiI94sfGIaesqyJ4acNN7+IY+q5bg8ZpUy8Qg1oo9Eq0Q9bLq+fk0Jgt93wzltviRXAOIgaK4+ZJnO/YfD0fZttJuKBqEqKWXrsUT6x223xMXB8ciprgMqFDtIMqhgyR45D0RCjuDsf5OqvjMU1dV1zfX31SrO03W4pypKV0tRlBcHTtRuefP4RL188wajErJHk7VmqWC5nbPeSnu6Mpaoq3p2/zWK1oqoqKWKSjHoTUQw409TI/Yy8v9szLGsSZC7PhPJP65HIjNXh83cvUORugSOFT7x9X/JI7FDI/nIwnhgjzazJ/nAiI2/7jqIoqbK78hiT5DrmazIMA4SYbQMWnJ2c0O52oGDftnRT2Oc4Us3mAHRdK6Nfa6jKEmM13nshqjtHionrqxtSJrmTAm3bEqKci5giLpN2l/MGQuBL730Fx8inH3yX49WK45N7zFYnhARlJdE7oe9wSlFocFay+SDirKYMiblT2Kpi7Fv6rmc+c0Q0l/2W0G4ZhshitcTVDe2Q0K6gKmoqIKip4XZEpOFTxlBae+CzlmVJU88k8ikn0BtjQAkBO4bEtt/ivaeZLcS2Y7M+NPXWWLSVJnIYJDLCeFHRhSAWAOPoKV2Rnd5lsDp2QvIuq/oXcsJ+YcGjc9V9QJDjHUhSkYsh6QievXjKZr/mf/z93+O3f/M3WR0dgYpURcV8Nmc+n1PXDSlGgg+0bUfX9ez3LW3XcXNzw/nFc0LwPHnyCUQYuo77Dx4LCavdAeKDs9/vuDhf40Nk1ijafkPwA4vFnGZ+hLYFZTXH2gqlnWw8d5LNJ6jZ5EpSayH2ghJyLzApsrTWxAjGvBrhIC8xB8LyxOuZ/g5i9JWSOnA8RA2RPXyUzjlJWRIbE0N2Ws2ehahMWp4WwunjAw9Iti1C5gHJfFTSpFHyeZWEKJySkBRjMqA0plhy7/HbvLy6/POsF3+hI+b5rMKjQ8Lvt/zwT75Ft15ztDzi+uaKtu05u3cfbS3t0OPDcBj/iKlfICLma9YYvBcr8tl+n9FBWUQIBTo1JG8whSHFiuRnqFgRg8PoiuXxPR4+eoPT0/sMfY/fDpT1EcvlitnqhJP7j0FpkisYfWDdDkRT8eiNL7NdX4GRAr6qKrabNbvdBq0SMXjCKEnVIY1CMlYqk4Iz0peEbG5thXG1oFALy+PHiavLjqPjOWenj0nJk5Jmvb5hORPCpI9SBHrvUQkq5yRwLwqH6+vv/RUuNpFnF+f8o3/yDzm9dx+swY+D3BNJjMaUc+jEIbBUlGKZ5B2lEUgxgS4AR8Rmm4uWEKV48rl4CHkU8/P8Vv6yDpV/9rtYwcHCQd2qHRWJ4Du2u0tK53j6NLBvtyzmApcPw8BqtRKictcdgjsnxIWkiONAP/QydjoUPYHej6BEgTeNe27l25FbOfYt8iMBlOqweU7PrzRNKXesufhEzEDHvuP68gI/DiwXR1ijePbsM549+4Su22XTu4SQj6GsDKvjY4qyEkVWHl8ro2+NSZU6IMbD2OaCJx3O5F2vsFuF6J3zf0C040S7mSg+P3FM5yAjO3dT2POFywMCIZ/f+fF+GUVPijGTXVv2+71kNmaFj8oN7u7mRqIjtBBud7s9m+v1weqjsCYXKoI2LFYrjo6PKUoZBxlrSSRczt4a+0EmHGGgqmpiDLRdlws+jXOaoY80zVzM9IxmvljI+NpZrs9fst/vMYWjj3B8/xGLqqaqZszmM3yK9OOINopmLr5ghUo4q0hYlErEfc+yLDEqQczhnCmx3e3QpmC1OiGZmmZMaFWgk6Yw0qTtNlv6GCibipgAHdgPvXBmmka8g7LoJ/qQebU9Caibmsz1oB9G/DAeGnxjDN4HqqqhriuMEZXkzc0NCvJaymH0fHOzRmsBKFJMuaAa0UYzZpWmH8JfnMPzylT2DrFsGu0gPDfaruX773+fi/NzvvHVX+Xtd7/E2O5EMh1u04Y3G0lO3e/3vDh/wc3mhn3fYV3B0fExdSWePIv5gt12w/X1OcenR7z/g+/x4x//mLJybPct6/WWdt+zmC/Y7gZ8GJgvGspqwWx+gnMzjCll00pAUkwW7LIAZfJiHl0ppXFaEB6FPnQwojtQaJXACKIzFS93UR2lpuDQibgXcxcZDmdxKl7IYYy3+0PK/g+i6JlIkJPB4V135LsL5qGbygsHWkwEUxJtkhRaoJMsgElHkhpRaPyUE1bMOTp7409dJP59j6gydB0SaWxRaeBrX/0q/p23Ob94yne+84eiUkDR9oKYhBiwRUFCMUYp+MrCCQNfaUYvDt1d31FWjqKY44zC6BFNjVElKg0Q5+DnDK0UP2+88w3efvc9fEisNxsG7zl5+BrHR2es5seYosFr6dp9GPHjhvnRCcujI9rdltXZEW+frFBaTMxsvWU+drT7DTGI1cL65gZ0kBGplQT2lCJjP2a1lRQSxjUYC36IPHr8Os+f3nBzc8PHHz6nrku2m5bzp+ecHVfEUewduk6u/+BHUUcFke+Xc1ExzGaGMwuP3ngN5SzaaGwQE0aMRikrPKqEoF8qI5RIoaO0EgdurSiShaQJSdQsPkXSKCNF8e2Q4suPI9598VywSZ14OBK3P7tAnQd0bX19yX7TsqiPSdFDjBgjbqzz+SLv2LImzOdzLi4vpAGymrKSkNCL9To3PYp+HDJPRwjNwxAOyIlw8OLhuZSRwi3ydbeAkNcISZUAN+sbyrLCjwGSFE0qJfbbLft2z/r6BmLg+YuP2e/WOCv2FipNLsmKpITXpW0hRFyVc/yioDqyIsQJc2IY9ndy5gQOTulWhXtrw5ELOnXXfPZVNOZVVGdCs++o6NJdpOdOuZrroWlwJuTnL14xWtc1KsGsabIBLIxBgmPDIOTyuqoOPEtIGKU5Wi5zGHaH0UriE9qW3W7HbrMRt+6ioKxK8Z/RGt0Z2v2eMHr0TDGbzYj5+81mhtV8hVITd2xkNpsB0A8D7b4jpL3wBRWy5o0RY0vc4pih2/PZJ58xOz+nmc/YDR1VU1FaTaUS90+W2JyhlwaP14EwdkTnSEmMfDGKylVYWxH6QOMVkRFlxL14iKBsBGUx2uDHQNsPaGNxZYlzBeMwsr6Wfd068RQzRjiySmuGUQqh/W6PVop5jlGyRcl+v6esygxGJLb7HdoYZrOZnLcg1BQZO/sMGsj4a+g6SifqOKULlssFKI0fwk8V63ePPxtpmVcns9PnJzTSh8D33v8e64ev8Ru//pts91tMEsk3Sbqcq6sLSQ0ePdfXV2x3ay5vLhl8T1k2kBRlOaNu5qxvrlmHG84vXnJx+ZwffvhDLi+uOD4+YzabAwFXKgKi/jo7PeP49JjFfEXh5hTFnOATtsg8iqhJSpM0h9GI5o5k3GbjJiaejMCvE/ScSAen1Rg5oDmH+b2eXCZDVuvoLF3Xt2OtQy5OIsSROBWhKuWZpRQ8k/W8uKPqQ/c8QX5CEOXw8ygt30ujJ8NnQjZGTCkSPTK2MNPiKF2yVhqlHffuPfozLRT/PodGWPlxiJAM9eyY+eKYvt1ysb5EGYuylq7dEQhEghDJSSQvXjvWTrwLePH8BX70jF4SwcWT4RjnKjRJSOkUaBzB1wxthR8cdX3C7OiMm13PcnnCl7/6DvVijsqeRSrKPFnnzlRrjTsqDp4aRydRCOVTennZU847YuzZbi5xVrFdr1kYS1EL/yKMHlOKvN1VPm9Icq0lzdywvtmyPKp5+0sP+ZM/fsnHn/yQrt2T+h3L2lComlmjDoqPbuxJSjZh18wgQVlXuKLk+vk5b7z3FkVVSaCeUiQti5zKlgwxkY0o1aEQl3tZUKCk5T613OHJRLm3Q9wJUTFnQfnRi5x7/GILHjX9l2dbMRcW03N8i1LE7NQ60u4G5sUSBRhtDz5fYu8g+GjwIfuEwTCOKCWmhBOf7urqWgIJvfBe2r6VrtyWTGHA4s2VC5+Dy/ItRwYmDl+6/TMlxt5jjOXk6CjzHwMxJumAh4Fd39LvW8aho213xOgprDuYmULm9hmHcaW4fZOyB+NtHthdRk5ClH2odOesZgCIjBnnNS9O51tNlcnPHlveFj35O6mp8bv7ee7USXeKJnX3rb9gHhgwei/RBHkD7caRru8Y+wGtJOSzrmuKopAcJ3Ob2l3lQuji4oLrYaA98IAqXObyjeOAU8IF7foekf5rXr68yHyakogUXs5YLs5f0rX7Q1aezuu/NppZs8CVBX2/p9CWbrtHYRninsI58J7UDnilWS5moBXKj2gDKkpbm8JA6Sy2tNQUNPMGXVc0dYnVMPQdPijGMOJLqOsFlzctKkn6eEiJkDw+gI8RlKZwFqstMcm4vqpqQAxQ266jbTuS0lRVlRXPmmY2A4SAb6whKVHHKaXoM78uIVmTpjQyESqFgF/PZ9m0U1SO7b4jzmYU1mKM5JL1/SATEm2x9i8aLcGrUQeHpyc/AJmMDYAPkcv1Nf/iX/0Lzo5PePPhI/w4UpUFgxcUqO97ydro93R9e7uRY3n58pzN5hofRj799BMuzp/z+WcfM/pBFvaioihKjo9PAM92t2Y2m7NcnPL48ZvUTU1dz6mqRkYGWQpujIVkDgtTmCTDCqqyulPoKO52K1NnNhUWk3mUygTaKdF8ei1JYY0Ddbu43c7rM48jEyJjCgJnHpDflFEjKXyquhZCau6gnbOEFNnuNpD5FkYbXFFCJiNOZl6H3iovuJGRmBQmCpeGnHYfVcIZRVlUf+bF4i985BXNKFDKoUxB26/58Y++y7f+8H9gvbmhD714qSBJxuIonIgkCicdxWa347NPPmW+WEBSuMKQsBydnVJVMxLQDyOVj8QsmdzvYbMuef313+Te6Vd49NqXcFWDtXcRQEgpc6aYOAvqtrBFwhQhEZUUmSiD1RpblvjQZrcRT5VgtlpiS03wPfv9GgKkEFksalQymTAKpbO0ux6lE7Nlxeqk4Td+4+t8+uMf8gf/7t+xamZ86d03OD//lJQKQoC6mTH4BGbN2PaEEHP+kuPy/JL9+oZ333oLZwvEayqPaZVDaSdFTorElDEdlV3q8khBNr7p3lQY5SjUNJaV+Ikxig9GP3S4vhCli/357qZ/GcdUlE0U2LtqxQxz5jVJ530zoZVkbCWE35NGUchMCKoxOudnReazGdc3VyglDVpKibqpeXnuGTbiBjsFpO62WxYLWWOsTgQlVgTk8VZMGdlViZhDh9MriM80jsvrn9GUdSn5bNYxmy+Imw16GAhK3KBTjFhjsykeoqbTIsJQ2onM2ojr7N3zA1MDp0gqktIgBU8+Xh0lTUXKrcuRgDF3/j79mabPTqP1/PV3yquffeRF7xagzj/IL/6qv6yjKGRkNA7isWSLgqosRd0WI8F7QUac8E5C8IfctbZtD6Pb07MzykePKJzEd8QQ8VHeU2dT2Lqe4UdRZ5V1zZiRiqqW0aMk2EvW2zAMLBYLtNF0Od9rHD1HJ8dobQhRsvvq0qFmJb7dUpaKdrNmu+/ZjR4fR0odKE9XhKHHM7A6Wory1ATmzuXnIxH7lmgTlQOcZfCO3X6PUg5rQYdEVZa0QVG4BhsjXd+hjYSgKqPp+hGjDUlDCCO73Y6iKCjKUvZgZ5n85bQR0cTV1RUxBEbvWSyXzOdzFIl2v8NZK+PamBjGHpRi9B6/EY8ombAECudwdY3WivV2Iwi6FvQtxcS9e/d/7vX/Uwueu39jQnbSLcBpFLJRKFhvt3zn+9/hv/5/lfxv/7P/nEVZY5QlpluTKxB7b20MzhWURc2sXrBeX/P5k4/o+pYf/vh7bNc39G1LWdUcNUtWqxOqqmS5nLNvW05OHnJ6eo/ZbEXTLGhmC5rZTFQI40jCU5bS9UxQqagmJN5BTXyAlA4L3F2ez6uBn7KAGGtwNjv5AlOQ6MTJUXriSUwxEQK5SNEU8uYi0ufJyDFEmb/GbHintcWVQkgsihJXWMZxz83lOddXVxyfnHJ0dIrNIzuRF8tIK+bFVNapPGpLMY+TyCiXAh1QRqHTHb+aL/CYVGlGSxyC73d88qMf8K3/8Xd5+uRTykZu3hRV/rkNIJb81oqHyudPP2e92dDM5iTUgaC6XC1JSnFxec16f83i+obX4g0P34JCzWl3c77y3n/E177yDzGmJAWdrwlwJyLkgK8rBXoyaJx+/gNAJ9c1ZyxBRBtJvHd1Q0oe4yQ9PDEyhg5dgh8GtDOMaUSlgDGWpqoZe083dhwdrVivN9T1jKOm4dmPvsdJqSldYug3XFw+R+kFZXmMshZXVTg/YFAMfiB1Lel6w/mLH/LotbdQPmKSIUWIScZYOifDSx0sqd53PaSm1GwxvFRSGE3/lhCCshd/kWljiHFkGDq6zmHsnymH+C9+D4EYJaqfHpCQ0Z6U1yadXxSNqGhiEqn9bNbQNDPatiMGQQ2N1Vgr+XZ937Pb7+jaTngakEnFl8ToxfjPB8bei1GmrbIXizs0U1NhlFBEn++XjPikFPONlIUfQq6j7VuKsqCZzWRNLGvatkdrS1QjWstaUTiB/2MK8vsphdIFKXOwpiBTQCTgh4JFHSCcMYyiVEsgBe7Eo8nFippGWPkEZ9LyK8vEVGweys8710GlQwM2OQnLl2QTwzSVU9NYlV9asQMcULqu3UuBOA40dY21Fh8Cu+2YCfkFRenY7WTsYo3F5wb09PSUsijY7rZc31wRQmDWSFhrSom422KLSgqVzCcpy4KyEu+tGEY2646+GzInpQRSRoSg3W3l0uVxV12XzOuGUQsK6IeR4KFPHldXEILwtXygqoQrlFRF3czF22nosWlPH6GywutSxqK1GP7t91uur7fofB9XhQNj2XQjaRiJUWMKx7ypSAmq0lGUJSmJ0ivEyOgTrnTSuCeT6RhOUHJlicEzDiOCxMrkZehb9iqrkIFuv6fLzT+5prDOUapaImS8l0mQk/e1heX07IxhEC5wXTcoJZL5n3f84lUq3SWlqcPn7t78ryCdKdF3A3/4rT/iq1/6Mt/82q9QVxVjRnZCkLRnqw1GSXYJCe7dvyfkJoTlfXJygh96mrrh6PiE09P7Qt7L6qej4zNmsxlVOacsGwpXyXjA2tw9e8qyknToHLyYEviQOyMjDqQCP8vIKUQJOjX6Lrn5VmI+oToTEjRxaiYimxCKBVgReamEVh46UyXERK0ntYzH5+5hQpHEcn4vD0FdU80WhKHl+uUTPvrh9/ng/fd55933+K3/8G/RLE/lOsSQC7rMEZr4R2kqHCRUMQFGx8MioxB/lTtkoi/wSKgUCEkx+Mjzzz/mO9/6fZ49e8LNbsdR4SgqK26hxIMioigrWVSur0VdUdWoCAlxSEbBMEbGoWOz3vL5k0+Yn3c8evOMwh4R+oavfenv8fZrfxtjaqa8oFsY/zAokf9U3vTv3N9K3Y5vkyIXlR6QaIUY4h1KgmysIQZC8qhCyVjJGHnfpLC6QCtDVJH9uKdZ1oIN+cisrtldXzCbL1meHOOUYre+IQUvrsZG0Q+yGDht6WJLDJHSWYLvOTk5Zt5U7DdbsVtQuftHkLOYQ3zlkqtXz0NGgoyavKNu+WkpJZSDWFXUfmD0Xc6KisQoMLPrb1GDL+JQU+NxZ2cUwDkdtl1BnJWMdwWfzs8EEBKmMAezQCH2ywh5KhKqqmK335JSYBwl6V58VDxD3+VCVwz9Li9eslidghbEwObNIgIp+tzsCAIiDdVEXJdndGqk2q4lKShcQVG4/PNIGKl8jfgmGatwWe2iohjmaW1ljKF0HneLQeFP9jApq6lAS6TBdC5RRAIT+fnVpX6Soef3SLeokVa3GND0HdTh+VGvOCsfKprDK/Pfp/e7hbl/IffiL+uYzANndSPFahRlbNe19MMoZNto2e12XF5eoxSUlZjZTUVPCIF1DLJe73fE4Lm+vASlOTk9FaPpTHje73e0bYdzlqap5c+qwjlL4Qpx2B6E1CxIkai1VEI8bW5uJD5Eyfnq2h6jEg7hq9nCEgePtoqyalg0BU6NzOYLMJoxBJL3kuVnIq4AlMY4yXscfSCkxLypSW3AJ/F0KpVm0JCcpvctKsDV1RpjHVVVsfeeoe8lZ3AYMwqW97uUGHuJdzDGZuSmoK4qlvMZm82GYRgoy/IgHliv11T57z6LCKyzqCRcybKsKZuaFDmICGKc9ruUJf8SHjzlR/7M6/+Lbg6V0u2NKZ8BdbvAQEaBpmZCKbxP7Nuef/Hf/ys+f/qM1XzGG6+9TlUWlE46Qd9GiqoCo0jGUM0bXnv9tVwpN7z1xtucHp9SlCXz2ZL5fElVNrKoaRnDKCUPb1XNqMoGkzca7z11PZPU4VygxIxy3OXVjONASpK1g+JgNOb9rcHgVOyIcsocjARDiAf+zytmhCkdZrYJiceYODgh3NrZT3+O40jb7hkGkTUarZnPapH7pZHr65d8/OMPePbJh+zXV8Qw8OGP3scWJV/71V9jvlgxxWQYbYmQf9d08FBKUzp4Tq0XYnZAJ4OPkPzPZ7T/ZR0qifX+GBJt1/H5xz/m2Wcfs96u2fcd9ThSziqJ9yExKnkwt5stl5eXVJV00kM/gjJoIzNy60RRl4qKdtdhlOVo+QinHtBvS157/Fu8/vDv4uwZRjtS0qCFJyG39C3qOI0nVUZ4cuXKrU1+ynEBAZU8EQ8q5tnztMAHGRtoGVuGOBLUQDIjSSc0Fh+BZPFjxM0cjJFu3QryNfRop3ntnbfZtzfcPH/G1csrhq7FGsOYCymCx3eiIkJrqsKhi4qmMhyvFnS7PX3bMitnoMtD5liMwh2Zipnb6kGKHX0odDSTbHp6BoKSj4uiED+Mcbjl8cWIH8Yv9h6KHFApOdf595hGcyRBPJRiUo9qpOsNmTgpxn89JHGIJqUDsrPdbhmGnuViQYqR7fqGkDefoZcCLwYxTYsh0oWIsZZytgRls79SQVSaEBVjyOnNWh+MGw9y7mnElFIeqUnUgFEK5wRx9n7Iz40gaUVh0WoKKjaSd2QsIWabjCi5etJcKG5LmtxEgIwrTMktxwYEjZz+XQr822JmOrfTP97uBQcK0HT8BEQT87W60wv/zNdOyjv5Pl88aXnoZU2e1U3mfuTcx1Y8ZZyToibuO1njsxJSG/HjKVwhJn859LNcLQneSxPiHNoWiEt7SQJOTo6z3Fq4Y0XhMFrCYftOmgTh7shYq7COqq4FQR2AGBiHnuOTVR5da6qiQMdAGgaClzFTAobBcxNG0rhnt91werTCWc28sjiVGFLA0nN275hkEr3XeK8k49JCUAPbPlBai02OmCzjrsfqRMrodF02xOAPXDZxRjaE4ClMkYO+B2n8RgE4unaUpkzrLHiQgr4oHPt9y3a7ZTZrIInAyZUl89mMrm0pi5KyqoQkXZYM3jP2PVaLwjkxqR41VVUyjv4Q3Puzjj8zafn2k4o7HNxXugCy+smHxCeffcaT589YzOcU1qITfPMb32A5n3N2esJ6t+Gjjz8ihEAzX2LLgieffM5rjx9TVTOOj08FNjZOjL4yUgNkOZunrovs2mwZ/SDZQ0qzWKwE9RBLX/k9tMIok9UlUsnL3vaqP4az5Ssk4dlsflBnTSMvpW4dNe/6akw8oel9J4M5ISCrgwJLzq3C2YLRjmw2G3bbDcPQCTSeF+fdbs16vebk9AFvvPk2wY/sNhuur57z+//2v+Px62/x6I13aZoTnI1oY2XTRaBzyUwSboHEWWSEy0vlHRglu+oLPpQyGFsQQsvYrun2m9yOa6xzbHc7yqamsAWD7xl95Pz8ku12K46hs1rs/60FpYVyohNkm/EQPGO/52tffQ9TKVR8zNfe/Y85PXsPY05RapYXc0H68mXM9/ctAjehPMLFUNOHHLgZBBKBqATZmFKnp1GA0hFUAEaII0l7fOgJiJtqij1Gix+QcoIyTihF8DltzCpOHz9kdbbg//Pf/Ndc31xzc3nN+nJJURUU2jB4T+MKfN8RUAxdS+0qYhgJvqPbb+g2e5YnBR59gJ1lapqVWEzIzjRumLKS7qJfHO55ksIWBUWoqIaKEMacNRZQKaDSF4wU5mshbr0TtzCLDw4bu0KldIsGqaxomki4WaKtp9+J7HoNos6pG6wSIvTmZi0qtGEk+gnRkwVZk/B+ZLtVmMLhihqSIEtKy0gzJC8NHRL4mrQ0HCTxPiLfeykJ4TJFGfeq7Hy8b7cS9xElOsXoHDuTIko7jC3yujahSNPvnA58IaZRLVMxY3FFA/+/9t702ZLsuu77nSHHO7y5xu7GPLApUEGZFCBKhGRK/uBP/qMt05Ylh0ISKNI0TKKB7prrDXfI8Qz+sE/mva+BJuBQVCsC8XZHdVW9esO9mSfP2XvttddSlhBlbFjPSczce5LfpwxlaiPqw7qIvwFFmiHQlOjoaV9RU1tv+l7znUr/SYE4Tct+6PjVr35FjJGT5SqNRyuqqmK1Ws3CkG3T8Pr1aymIM0E0Foku4ZyTBEhBWRWpEOtwzrNvGpzb4ELk/OKSoqoEBdEa70Qg1LuRsiqpV0uxlUjfM08GpqJ4HthtN2lq0GIzTVHIOl6dLjHR4LqOYEXKhKgSGV/WSl1W4Hu61hNzaMOICRFbaXIjSZ7NLdErinyJdwO7Zs/tfkfAEpRG6mCZYHz9/prN7a1QCViw321p+wEXVWptJTXxkBL4CMZmCZw4JQTPq5dvkzE3KKNFrDgT9/iJGC5CjoGqXhBDoNnuoA5k1tA4h/UiC+G9ww8D72/eY/OM8/PzNEgiCvz7ffOV9/93arwf81jgUPAeyyto+QRSl4oADN7xfisz9SrC27/8t+RZxqIqabuOfhSTsZu7HSerc5ZFhRsDdVWQZRV5WUNQaCaDQhIy4ggxsqordKZpWslo/Thwdi5OtfJQasykrJy0OoIXkbFmv2WxWOLcSNM0xAjr9foeWlOWFdaKBsDBKuI+1P9lBWX4dVXliR80Vc0ABmmFLRZLzs7OGfqOrm15+/Y1n332C26u31PkGRfnjzg9u2S5XJFlhv3mml/8/d/w1z/7j/yX//wfePzkGd/73o/4znc/ZX1yLpMaMaJtTvAQ/CAWDAFIsLd3IzbLyGxBWda/yxL4bwo1CU/phpuXv+SLX36GsgUnp+cUfUc/jLx8+Zb9fsfNu/eM4yh98jLj5PQEYw39MBJURBtFlhmsidICiwGj4dmzp+is4PHTj/k3f/G/cHr5FI+gQWgE/uQwshgjqW2g5o1WJy2mSJwXubQVAh5HiAMxjgSV0Bs/iGO4kkQoBgdaPs/5ARcGxI38QIR1rsXqgCITQ9POo0JGUB6H4/TROUpb6mzFN374A7Y3N4xjjx8C7e2OttmjfaDMysSDqxjHgSI5BofgsNHx9tUbHn/8Q1BafnZaknNyd++ZlidWpXbWcZEzk7eNxsYETVc1EOm7LqEnDuc+bEuL1DeMkJDAo/eT3ouO0lqZOYYBqqKUyZg0PDC1peH+vlYUMiY7jCOL5Zp6sWZzuxEEIg0hqESmJwa0huAGmv2OpTZonaXrOAk5iihpwM+j6IIcKsAc1hfgo5fDVg2gpAXW961YgLgRjZiRBh9QGBnEULJ2IbXKJvf4tN+EGCG13El7n06aZNZWuKGdv3YqWicH+in31/IN543+mCj+G4Um00RfmIq6uShOyvThcE4QDynPtC9+XS0tYwx9aiMJaRbRy3Ej19fX7DbbecKoKET8TynFfi9acNoonBt5/epGlNWT/1xZL1ifnKC0+OwNYy98VaXmtpUI89VEHRlHGaDJjcY72ZumhKtrW+q6Ji8qlA4ibhgCJssZ/Shj5TqgsyJZl8g6KawhyzMKk9E3O/rOsSiXVFWJMo7tvuVu+xlaa87Oz7m92zGMgbvdlmq1JMs1b69vCDFnDJbbfcfnr17S9iMoy/XthsXqlMX6hEWdPCeV8Oa6rmO9Xk+LQQyzY6TZ74jBkxkj06NGBn/apklFZZwd6evFghADXdJX2+92vHv3jnJRc3Z5IXxhH0TdWilMQqH7vp91fe6BMF++///Q4jhUffHod6aBCORAOPRrlVKz7D+kZyVEGQdXisE7Ru9p+k5cs7Uiesf13S3vrt/z6Ls/wLtAXa8o6wqmzF+b+YFwzuHTg9z3A9vtVnRIsozzq8dUyyVG5xiTo40QN1XUOO/pe5Huf/HihVzkdksMkGU55+eXc8UVQkju5gdIX95PTO0s4UNMffnDIXrQ3DhsCGoW/3IupOkQcQmfOECZLZJ0duSTT77FkyfP2O3EZ6TrB9q25/ZmQ4yO/e6W/b7j9PQRRX7HzZtX/B+v33Dz9iWPnjxnsTzBZjnVYkGISLarLdqUZEVFVZaoGNBAVi5mFOpDhrApZAT47/72b/jf/+3/SnlygikzttsN19d3vHrzjqbdc3664vlHzzi/OEVrzXKxSMrGiryqsFphtSIzGq3A2pJFvcJ5ePz8e/yzf/4XLFbnYBRay5SVaJKAinY+GCbht2NuwvRqY7qXIQj3QlRFW1zs8aHHhYEQxZw24lAqEBjxcSQw4ENPDGOq1qVdRDr8vPPyPdxA9AaCpqpqPLBanWPynBA1IcIf/ek/45Nnn/Cz//DveP2rv2e/vWa/23Fxeka1WuD2DdYWtF1HlhkWi5JhaCAabl6/ZWg7QlkJORaOposTIhWR5EAd/zoI+cmovuhPOSLYSEyEQGMsRme0u23STfqwh9WM4RwhO9P+MnENVUJnJsMDg6auFuRZPhv4Sh7wJQZKeuabpiG6EWMLnj37CELg7voVd9cjITh0ViK6NSSbjpF+v0HFwGJ5glI2JSERjchfSKKhIRpUEHScJDII086aWuDjyG4nKsiihnzgAsUgSKlSBq1kJHgmAU/ZXbpSMnYv++YkeBy1kNeN0RTFim68Rdg2BqXEgX66jhNtYSY7R9JgygSzqaM9fmqezVczfZ1M1hxdZCaBS3nrWpKeewjrh4+Liwv2+z1D280/dxwG9s2O3X4vHNHTM+q6knHzLEuGr+IHVdcV69WSZrfj3Zs3lGXBycmJaPooTVkUBLQYHaci2SpNVtXSkjKa/X4rRbGxc9uUJGQYfZjF/MQdXJ5D50aUTq1wkwtXVYMLThJVI4f/6Adu7/asqpzz0xVVUbBalCgd2HcjdV7xydNHGC1mtybJmjwa14wedu3A2bJmcIp9H1gvS771zU+43TaEaDBZQdQZNrOJ76rJcgPR45xNAoFiuHtxcZGQMRirirZraDuhkqxWK/I8Z7Fci8+cc2LQmmXc3t3OaFBeFCxWMp6/qGvyskxiujIXO52hIQRBroyiPv3qIv63kpaJwrY/KgolpLErm6ZS0yRo4szdT5VisleQg296kEgPsWjD7PuWqq4pqxJtFLtmR71YUJQlwXmub97SDaJfc3FxxcXFlZgXOvHOyvOcPMsRAp/4iXjv5r69cyM371/x8//nb3j9+jUnZ2ecnZ9zefWY5VLgSh/8XC2KT1EDaJn2mq0mZKOdEqHJxfkYGYKpZ5/0blLiJv36iJ7RFoGfbfLpGUaHcjKdtT7JKQpxN+67lu1O1KSH/oKrq0u2mzvevXrB7u49d5tr3r57zWJV03UyOjm6kabdYm3FDz/9Yy6uHlPWJ2KjoUQF2maFkH+/lhArhfX6hNIYPv/7v+P9vuF2s6PvRNTt29/5Jk+eXPDs+WOMUinbB6MMRVYIaz9xVorcinI3GcqUfPq9f8Sn//gnggpqGcM2WiZkFAq0mQ/3qe04tbiOSQURIa/74IjepfbVwOBbRrend3t87PGMgJc2FhGUIDshpoQnOnS0aJ1L65M0uqwCPga0ybDaoFTGvtljyxxTFShkqiE6TXV2wqNHH/HRN7/Lz/79X/K3P/u/iL4jL4z4xa1O2Nw1lEoIiG/evmC9PodgeP/mBfvdnVgTzG8xHJCRX+tJpI8fJT8GJTywSCKUGzARnYssgk4E3DYRfT9k6AlliPLq591kanPFOE+YmZRgqxjIs5wiL1jUC9q2SaRtSSCKIp+TnengGceevFqyWp/wgx9+H+33fPb//oy2a1idnmGySn5yAPCEMdDtAypGinqF0lLMKJWk/mK4lwyg1L29VHHoIqFgdq4PDhVG8E42ypiU3I0gST6t4UQAOkLbD75oc+svqtS61oClrk/Z7F4S4gjoRFMLs2O1StcvqpikLA7t3qmwPS7qflP7DLRwqOQT5vd9b/2p6ZRIH/sajIzzXJKI85NTFotFUksOnGSn1IsFTdOQmYy2bcmybP78oihYr1fJCeAFZZ7z/PlzjNG0bct+31DWtRhmB0Fb8zyj23fsWnH8Xi6XKEWaZhLF53EchaNoLVVREIMk8y65jXed0ByKvGLXNOR5IbYX3rFrtky2EcZkuLHF2ozCWMqqYNt22LzkervH+5F1XTNqzS9fvmeRa9zQUFcFWouEw3az5dXbG7JqiSlqlqua2Ed00ChT0fYDm11L1AEXFcMYQEVO81NIz1Df9ylZy2bj3b7vUVGI4W70nJ6fAzCOjv1+L89e06KApmlmBfSyKFitltiU+GU2JzcTTWTEapF5GdPov0Gsogr71UX873TaTQjRvaqIw+hiZOqrH6MdHJKe9PGpBpnUSKcHYb9v+Ou//q/8Tz/9H3F+ZLO549W7N1xeXlGVNe/fvuPd9RuUsnz/+3/A48dPqMqljCzHI22LKI7OSomvxjjKuJr3jq5r+au/+k/81X/5TyyWC/Iy42kpOgr90OMCLOoFikhm8yO+DgzDcOAyADD1nA8I17H68ayJE5LbTCp0rLUMSVuD4EVNGfHoybKMxWJBPwzyNUZjjCRvWbYU/ZWhJ3jHpX9M2zasVmdcv3tJffdGzC3bjidPHuFcgK4l9y6ZtikW9YKiWqCNxeiINcIliF9D31yRaj2d8c3v/pB/+dOf8u/+/f9J/9nn3Nx19H3Lt779DT56/hHrk5LloiZGUVbuB0eRi7yANnKILRc1eZ4Tgqaoz/gn//TP+fZ3/xBHej/RJG6AJ0apQqSKHVHYL1WUR1V/TMkOPnFzhAA3+o5+2NONG0bf4mlBOaJy6CBtthg84IhxJIaRoMSck2ghCF8DZZLNhJcETBucA1sXLKo6FRYKHRWLxSl5UaMMrIuKH/3kX7Bvd9y+e4HSwgdoNnvyIqPIC2IM7HY3gtjlGfXqlO32mvryUYJ4DzL+831R9yvsX6u00+E3tcDkCMvQyqLV5B3mETPSD9vS0uGonS63bcadSUiPSshVPPqEqqpFzdWaxNuTQsMkaYlpQnIcRUdkGDqqxZKyrqnqAms1w9DiRlmnuRIBx5D2v+gDzvfsfZA2SVWhdZY4hzHp8xwkLmQ/POI7pcJv+kuM8uyLg7dPnTydCjmLUiYlO2nvSaPoIfEUD60hQds1orOkdJZSRM3JySWb3ZJ9001DLvfoCROqc5yeRCXcL0KcONekrC59ygHpiUqQQzgQqGUPmHpc99KclBRN3/TDRlEUosXkPF0v01OzYWeRs16t0Upzd3cn5Fs1eZ5JArPdboUzEiPjMLDZbGb9GR8CWV5y9/4dt5tbrDEsaxHIy6pahlgING0j3JxEfbDW0nUd+82Ws7Mzlqs1wXsEGNbsd3vG0ZPZAmvkNeCF1F5k+Xww27xiUVoyHVHWotTIGDPc4Og6z2a3ocoNJ4uck9Va+LGFpqykG9IMitWgGQJkRYUqaspM43tFxgg2Z/AKj5ik3tzeUpY5PlnMuDTnYa2lSUrJ3ouJaZ4JQdkYy263m6fl2raj7bpZZ8oay7IWA9G8KOmGnru3b8nyHKtFFNLmOcv1kn7fCSATIzc3NzgnchHL5fIr7///r/L+3kho+v88tsoEd8q/RzWhqYfkZm55kZCf9H12+4au67FGs99t2O3uaIeB6+sbrN6xub3Fx8Ann3zEs2ffoCgWaGtFsTH9MDceO0CDcwNd384f895zt9mRFSWPn33Ed777fS4uLiFqVFTsNne4oWe1OqHI81k9WSlR5xzGQYjPWurHSVxw2mAOiVfqnycELJ2mpEILm1n6oRcymwJjLUbbNEUTkjbECNYyDiM2S22RzJJrMaAzIUebgqfPMxbrJcvrU4pS5LgXyxPqxZph9Gw2t+w2N+z3jejWaLkfLhGY5X59+LF0QUsiNi9ZPfmYH/3Zv2KxOqf83/4SG/8rN6uCT3/wLTye05Ml3jtxMVeGsrDUlU5Kt6JULAd8xun5E/70z/6Cs0fPcCqT6x4AwtR5SJVlauEcwegSYW5f+TRJFhN8L2tURtBDcLORqVIRTcTHAaJMX036QfKAhESo1imBGlJlm6NVDtoI+qNkuq4sxe8tKoNRomBamgqtZQIn+EiMmuL0Ed/4/o/wfUfX3dDs7giupywswyiGkyjYF3uK6hwKQ9vvMQTcdNSpVJwc8yem/+L066idASgdDwedNAeTx57BkGF9SRHW6PEDJzwiH3xvjkdAK3k/M1CX/hxVxLuYjIGlFTQMknxYa8jrRLZMRNGx7+jbPU3bUC+XnJ5c4F3k5u4GF8Z58wvRzXuYTomF1poYPEO7ZxxalLZkZU1ZLcTQF0tMgoAxFUrHopcGnRLzAHr6XRFc6kcpSdqjEtHK6ecLeiSnjNxDKTEn649ZawwL5EQl3KGqWHFx+jH73XuIPtlMxFTETvDTnE7OF1tN02XHN2ba7xOeL0KuCcXi0DqM6VZNDcdkX3v4NinZ/zqi6zp2GyEFK1Wx2Wzm1vNgB4zNcOOIHwe6BtquY7vbYoyh6zqWtVADfIiYLOfR03WaxpNlUuUl3W0LKtCrjugDVV2JJYPNMCZL1jBJNsR7mc6qa4hCWN5sN0Kq1pqiLEXZ3I30Q4fWBmNFnLbpxc4mz6St1I+Rxo3sbWrxbEcKK1QMVKR1I8PYcnl6QmkLdm3HEIb03jw3Nzvy5YJMKdqu59VtS6AmRukI5KXcRx0Cth/xLqAzQ1aKDZBNk2Tn5+c452Zuze3NDUpbgo8Mw4gyhrvr94xOSNfBB4qkR6S0nKcrZcgLQWjLqhLLqf0OH0badk9mLHleiMyH9zRti1ZmHkT4TfG7T2kdlYdyVk69XeZ+15TYHAqWo+wnfaXmoNMwVzQafvzjH2OsoBHeR54/eUZZLymLBf7xUzCKx4+fcbI+k0zXChE5Bhkzbtq9jImWYuAWCcReE9HUi0rE4bKcj77xLX7ww0959Ogx1uQMw4hOMtgiVJjTD1IJZpmYf2qlUVZY4M6N6GQjMV2fqYc4JT4+lWxCeIxCmFWiixMhjZUmrRClqGvREECBHw6Ozlg5xK3NpEpMsLLWBmMiVb0gL3PqxYo8r3j98gu2+4bzy8ecXSw5u7jk7ZvP6duOrt2T5xVRyf1xfD26F4BsDMkdPFusufrk27hdyy/+9ufcba/5ZvUxRVWgLAQ/JmJsJdc+oWnWaAIiK+CxPP/4e/zpj/8V5eKMoKfRVi1WZTPFIB3a8wxtUseeE1QhMh9Wo0oouzjZT8mOJLbTfU5cCEpCTJoqQSVneycpgZomcAIhjAJTa4WmxOoiba4Wq0qUsqAs08SKJErpUAnJmDNCVJrzx0/54ucL2vaOLM9pt9vUvvFoAvVizaKuRSY+ip2FH3u0ylJ7ZUpkpkPtkD7Mx8/UapkOoKkoF4JMst2QdkRUljyUAid/6NboMTwVjz6WzuapTTQJfkYdiUpR10tAkouqqnGjJy/yVHyJRUbwnr7r6NuW/X5LualpzzpyY2i7Hqb21IyAycSV4CfTGkOgGi+kY+el0CrLVXqpcfbXmr5KRVBGJ3kLT98HQQA5pBpxKiol5TtcgITuTPtuiMiaS/SBQ9spfcWc5Ms6e3T5Ea9e/d903ZZfu/FHl3ce9SfOe/0xOjPxvuB+QSzfKq3jSdxQaSYZk3stvfQn/TVsRxGx8qlqGf1+/fo1t7e3FHlOZkXF2gfQKpKn4nNMPn9KKaqk5N+0LS74lJBUDMNA0zQ0+5Ys7V9qSoYVs5jpzeYucXsM5QLqZI3T7va0RxegG/qU9FRkWUafdK7Ed1FgBG0yVClJUzeKn9vQi4yCNaJ1V1VSSEUrY+AXpxXni4xiueb1y1d0Q0uWQ50bqmLJ+uKKXdfx5u0t296xGxRtt8NHhUqWENbm+CgDAN45+mEks5Esl+eqLMuZ4J0n6w1rc2lvdT0hBmyesVwuBNna7unannEQv0DvhMzdti3DMLBPgo6r5ZKiLNIQiqcdx+SePtJ3Hc578uyrRQfhtyI8aoZK02r58j9zgC3DDIWq43/mqNU1L3I1Q6IxRh5dXvGTH/+EIi8Z8oKmk5tdL9dURU6wOWW14Pz0ETYrcG7Ae4h47u5u8T5gbcFpvQClCE5MzkKI1PWCPM9RuqMoa5arBavlmswWosmBYnAu9fNlgS6XIlgYwhH5OAlUeR/wiaw8ta7gfnI4ITwB0T+JkUS89rORapE2XT0nTKLEnOcFWhvaZCgX3TijDnpyP066A9bmZKrEmhxrMqy1XF+/58XLF1xdXXJ6dsrV5TnX72/Y7jZUizXipRSJU58tfvhdRiUCZ4gheagsOL96xNXTJ+xDw/V+i8kyMBHnBs7qc6qiBsSLagwDKmmOeJXzB5/+MT/6Jz9B2QLnwSC2FZOenoxZq8P6PMLQhZ9wQBmno94oA0bWVIhOeBRxxIWRwQ+4OEqrS8klc16mt7RJeIhS6X3atMGPhxZnElM0xpCZBdbIZhiCJLE6CnYSghcUJlXYEWlrqMSFKFcr7GJF1iwYXEewVtTIs4yqLskzg4qBvt2zjp6+2TF0LVmdM1sBzJYSKrVaD72haZpm4qOlywkccdQIxADGKBC3LYxS6e8fLuaDe3rJR+1jzWTXcKRkDKAUjx4/JYZI1/VUVU1HA8RZKM17hx8H+mGgaVs2mw0+wsXFE85P1pRVxfFJPBkAx+hFyTrxotSUaacMLIaRoduLfEWSiwjBz69bozHaUFe17IOhExQO5uR06v3EoyRjQrBnwVA13b6EqhwnfhNal7hsE+LifeT09JRFvaLvm+mqzhc4cpSsTPuDhtn5PE5oTHpdan4RvzGUmvbEKb1Jay9Oyv0T//F3WAj/jVHkhazxGOlC4Pz8nPPz8zl57oeBYZADNLOWsizJS1GzbtoW5zxN29F3DSiVpngDxhy8/rQWIUpQOC9j6FlCKbJFncbU/Zz4GhRudKhMJsjypDkTQiB6uYdFniUV7pKu62ibdu5cTAWyG0eUgiIvKYsCAygNzsmaafYbNtdveF9pvsgzrt/f0TnH1eWap+c1UVe8u9vy9mZDjIZuDOz6kXEIoC0OBUZjbE61WFGUJYPSZJmIC0Zgv99zc3Mz83BEH6eiLCv6vme73aKUwgyWk5OVUC6MgRgIzjOEiLZ6FiUcR3FXL8uScRxZrpZiZRMDu80O77r53MzTvn+ffnI/fgvCQ0pKDh87ylvm5GYGLtW9335tBc/JwxFqpFFcnl+xWqypqgqcIDY3d3f88rPPsDrj/PyKP/z0I+pKSGYRaNotd3c33G02nJ2ecXp6hk4Esq5taZo9VVXhgyfEwG63Y3O34Ref/T1v37zno48+4eLikrpeME1fDeOINpaiENKxjBKn6iyENGEjVdXBTPS4rSVvSxs9mxvOm3NKaKQVpmY1SK01Jk7jo7IZZFkur6dvJcHyAW1F+Mpqw+hEnbkokmJnXqVNVaFMxvt3r/jFZ39H/abkZLUkAjc312LBUa/T9FrSfvkaNpmpEJ/eX9SaaCz1es2Ve0Tzsk08i5xhHFkvT1FogTtTe8pH8DHjT378L/n+H/4PRJszeI/WAR1BxSTIdg+1SkfBEVyu1EQoT/dnGsNWMLncT/8+uJF+7HChZ/DNPKkVY8vo9yg9EJ1LDsHiZ3WA9GXyRiUarVE5ha3ITI1WebruIuY1eSWpIKOcQgg2BBUxVlozMUZsWXF69YSx2eHGjrLuMURcN6CVpmsbQlAMIWN3d8d+u6Fv92T1CZPK9PSsCkr7JfOYeHg0D1cwzq0HpVQyPyXJ02uMysRTzH5YLtikoRM5IAkT74p5T5qEE0VHKc9yHj9+Aom3kxl5/nTio3jnUChcMj1s2pa2aWj7jhhHbGYoS5GrZ/7pJIRVEpOYCNCRcDjPkbZV8ANdsyEvpFUxJ0PI/awXNVVVstvtkxBq+h5+ykATEqR0Uo8mJRxh3puVUlijCJOSdkKCY0psJ16YUlJwSJ6hGEefJsbU3JqbruNxK+oITjskv5NA5b1PSWPyh9oiJU7y53lUeHoO0/vi/nf64LHd3DGOo3g2KTUPpChkotUYg7WRmGWURSH8mqHHh8AwiAXQOAyECHVVUeSTUaVKZ4Hs7VUmPEPnRoZxYPSeUmtW6/Ws8Ly7vcP1A4djUSeHgBIUIkY6OqZBC1AzJ6aqpM3V9x15kUMSxIXIoirJtMIPHWVmyWyAoFmXGYtiybrWnKwWXF1e8X6zJ8s0J2driIoxBM7OrxgHCNuGk1w0o4qqYozQO0fbD2Igas3MQ+2HJOSbHAnKskxyLoZhGPF+T9f1jAlcKMuStulomj1+FEPsSc4lM9ksJeGHgSyzDOMgk2lKUcYgSWGepVadAAFlUfyDyQ78LhyeBBmjBMWJ8VAJzq0spaQ9MPd+mRf29PnyIZUWRji0HFQk+shquU7M7BK38PgQyTIZOT47u6CqSrSKNN2eLDeiLzP0nJ2ccHZygjVK3LffvmW72xKjx7maECJVVfHi5S/Z77ecnp7w7PkTsZNHWPBFIXBbnq/SuHtPnjMffMfqyDH4Qw8dqRCHwc9O1s65tFdJuWWNlT5+PKjRig3FtIHF1EsWLy6thUSX5xnej4yuY+gGGavNC4KRA2e329K2LevVCVkh01ZlveLEi1/Ym9cveP3yFa9fvERbURlWKJ49/4ZoO6iJGPnhM56Z4yR/I2IYleLyyRPa4Y5FVZCXGc4r6mohrcaxAyKj93Sdo16d8yd/8ud89/t/BLpIx3A4tKiCOqxLAfnnn31fVya9inQaKIX4i8UDeXmachvGHuc7+rBjcDtc2ONCBww4vyf6jkCP0QodCnK7xOgqtamkZaZVgTUV+YTsxOlneUIYxIYgBGSyNCczOdaUGFUk/R4h4YfE73jy/GPe/eoz2l0DIUi70waM1rRNx6h66uWSoW+4fvead29fs758Jo9xnNbefWLvMaIDB7QyxkPvYbqGWmt0lMNex5gQDpn++ZARjxOeo9cuLeQpsY1zNhQUrBYrVss1Wk0jtMw+PUaLZoc1WngVNqMshTu122+wVp7ZxWKBSYKAk6CfTm1lZu7XAW06tIciaI8bemIEkxVoJW2pGCMm09jMpMOwZ/S9TGYRxQBUhLNkvcZDFjGlC2JgC6Klk8Rg45dTWpgFWBMCNRUetze3SS03IuMkMw2b45/EnMSpGe2JUfhL6ggtlKmuL2fLh7UzvbKYFuLEHfu1rsEHjq5tZQLXy559rHq/3+3nQzeKD4twUjJJULJMBgSsNRhryfOccRwZumTsWYlr+OhGVBRdGqUmaQzY7fbUSZyvT/YRxhia/R6l5PMBhnEky3NGMzIOI4tkm+TciPM+Gc5Ke15r0vkC/eiT2am01hdlwaLMqUrQQbMscs5XhrO1eFu5/ppnVyfs9g1v376HECizDJ1l+L5HIwlQXoiYptFaEkUtxPmhH2dBUw3JGV30isZxRGvNMIwM6dyLUQy7tRFdInEWWNK3Hct6wdDLKL8tZOx90v/y3jOMY6KqAFrR90OyZRIbIq20JPvuH6Zq/M671PSgzYdWnB+Jw6GZmPnHMNDEGbiPEum5nFQoPv3BH3B2es7m+hoXI03TUpYLHl095uz8gqoUZOfm9j3v3r2hKHN2uz1FXlBXCzabLWFzx+s3r3jz5g3X1+8FGswz2q7n/Pyct+/ek+UmSXsrstzixhFjQKkiSYqPGLNII+S9kKGi2N7PPfjJCDDIQyxj6jq5ncumOCZFZYUm2CCjjUnvYOb5TGPtfmQcQafEyGiX+BCRvMjTBIGjaRr6TpKjvMgpioLtdsN+t+XRk6doawlRrDaiD4z9SLPr8K7n2fOniXMQGMZOflZSnf46eDzzQRCkTgwo1ueXtJv3lO9qTlYrTG5pWicttzDQDXtG5xmc5uL8Y376r/9nTi+f4jDSZA8RlTRKAnLttIrzCp2QHeZ204RoHPMbpgNACMuiniwTWvJrwMWWwd/RjdeMYUdkTG7jHpRPmZNGK5uQAFGCiVHG4K2tUyKUJ6TLiYZPkIQHkgilzsh0Jb9UiTUlQYtkgwtten2R1ckZWVaQm5x2d02WG2yRgw9JL8TRO8PjxQVaBdzQ0ey2VIsFHF2diYsxJQ9fTnzv8fdICccBhBSuU5DEfkYfPmCEKVFMyYTkFUk0L05WIem9AKCo6pq8EBPH4EW3JBAJbhS0I/lQxahYLpZ889vfQSn4/IsBm8Qui7yirheMo0x7Bi/JitGK4N2MDh5ShZR8zW0lIUSLUnUpHMXgcW5gt9sQEU+mcexngUNBehQmtYKZ2+eHBFQSkERq/jJCMmeFOk3UiXHsjDiHmHwDFcTk+aUOq+OAfh7270mbREQf54kAJlhInrH7ujsTJjTpP03oEVOyw/0R/a8jtFLJ204QPqwVRe1xpMjFRNYHT25zxr4XCQklXL/MihpwUSxmlE6lInccBrJcaAVyThwQrHEY6dpO+CnjiBvHxB2V4j/JWdL0HW36vKIoyHPRpRm9k3UbIjZL6v7Jw68qi4R+iD4ZITXto0wItl3L6AIWTRg61vUapXJRis4NLoxkaqRcLVERmmGkGyNlbolry2boCSDXpBAPMp2V7NuB281WBmKUTutIkh5rrSRgvbjBGyP2LVmWJV2jHnBEo1HZYdLaWiuctjwjz7IZPxnHgboSyRpRrFZURUVmM1Q6H0FW49D1BP/VEhm/RYfnUFnEtMClMo6H9X4UqQY8+vopBzrK9FPVqBP0n5mMP/8XPxUXcmNpNwPGZJyenFEvlmiTkRUlZVnT9S3lJAiVV/T9yOt37/jii88Zh46XLz7n7u6Wssp59Ogxb9+84t31NdvthsxmODcwDhl3d3eEoDg9vWC1ElLh3d0dTx4/kZZRjHjnGOPBC+v4ADi2iPBezDsPqq3MqsrWWLwTlUyBjs0M+YUgmal30tvXxqWExzD5fU0JUl3XlEVJ3/X0/cB+11CUOWdnZ2w3G5pmz2p9gtEanWUsVyeURcVqfcarF79EacvF+ZpxdDTNDqJG6yw9lF8TnDxX38JU0HlJvT7h7Oycvtmw7zpyo3De0baeYfS4aPmjP/4z/tGPfkJWr/EpeZkSGzlkZLz+sIVOcPlE9jxA5nr+u8R0QMUQcH7EReHthCgKyUoHsYhgwIWG0e0BcXC3OgNVIMREg1aGGCxBidy/iobcVuTZAk2GChDiiCfMwlny6jVGWXKzIDcrcrMmswusFd4AXjOaZFURI8pY8mrJ6AJucOSZlWqnH3BOkm3sSNu1DEPHfrdhv9tQ11W6RoYwoa+oI8RLruYBXr+P8DBvyweEV1Ce6Tt82KTHT1pecxsuaSlNry5K20SpKICGEhJlUVTYzOKGAXzEOYdzjrqsZvg7JDRFK82jqye8e/+atu0kyVMGY/L5eohXnRz+EzImXL1wlJQAKOH9RUdEM3YthIgtcjSR0Tla38tXh5BMgMPR/jjjWPIrBGZ/t6NQWnMsgSRJdZyTUWOsyE+Q0Pgo7b4YU2o+JWtHD4aai4SpUJCkXsUjsUBUmtpizvbubSVfymQmHt30sw5trOlM+Xr2odOT9bxXhzSV2XrxqssTv6dtG8Ze/A3zLCcvS7Qz9F1Pt28YhpFquWDounQ9IzYhhmVREJIu3Dg6RO3fkGdFaqeCsmCNnbXZiqKAIB5S/dDTD4MkUWOeug/dnEhMqNQ4CEfVj2HeB41SoDWZNRgFKiakOnhM4pq9vdvSjy2rqiBiODtdcHV5RlmW9J3netfz4s0N5bLAtQOh73FekNAQZfLLdY62HxkGR1WUSaBRRsblmiqyrJg7JCHEWc/Ie0dVVgxDCzHihgHnBqwxFFWJ8w5CFHJzEgDWSuHdiB+1KDR3Pfv9nkAUTSKlyGxGcI4uKTB/VfyWhGd6eJlOkXsQ5PQwHh8uh4/y64XHlBRwIDKfnJzw8Ucf03U9eVFQLRbU9SKhOoG26zk9KymKmrKsU4KiCD7Stt0MJRoNFxeXLBY1q/WSt2/f8ubdW1arE54+fUYMcPd3dzTNe8qi5urqKaenpxSFOOHWteh1iL29VEEuCRcej5xPas/HCo/iZSOaAyYJfmljEpnapst4aK1IS88IgpCExUYn3jaiCCvXNC8qMmMT/GeT8qYiizl5IQJkq/Upu+2Wdt8IXKgEQcnygtPTCwieL774DOdGLq+uaJqOYRiw2YS8ffjyaprLm4jrUYnnUF7WLBcrFlXNOHoav2e73WHLJRePvsk//tN/zvNPvoey5WzGiE6HjtIo7LwpK3XcJj1A9xz9PkHq0/qLME/eOT/d09S2MRYdc5SWcXKtCowOKBXIdElmi2R3Iq0POWEOQpMiklWigkBbIVX7qSBmImuaaLG6ItdLSntKkS0xNsdYjQoKrwLKaHAJXbSWfLVi1znKao04t0OeF4yD4257Rx+21L30yzebO27fv+fy4hJtLCF6Jjl4uSaHy3S8Fo71tOba/OixFqK3xnPwaPuQMVklzGiEOsZUYiIWH/59SrCN1aKqHaMktc7R7GWkdUp4YoxJdE9TFhVFXrDZbnh05RmdJyJWAtbqhLTJ83tol6p7296MlcSYVK49Pnj8OFKEEmMNeDGd9WFI4ncig6GVmpMFWZ8xJTqp1TK93mkvjbKfHOQNJaGZpkdVymji3PpKVWi0KGVRmJSBCOE77QrzCPrUdhJ9K53aWHp+LXMC8xWHzGEdxRkdOm6eTdzHrynfEWG8XHRnJk/GPM8IwWCtFKJFUaAi5FlB27ZsNxuyQty+rZKpq65pBS2yljzpwUGka5tZYRml6McBo0VY1jmHtcJvmdZoPmYUWTnfz3zIKZ2fSbszyV3Ja2vbNklVyPkz9IMUYJnoYvlxpNn3ZNZgrexDRW6SorKij57XNw1v321Z5gajIlWl8K5lu4v81c9f8uL9lrKsBV0KDgOE6Bno0VaGfNpuAHQ63zzbbcO7d+9nFAdIYr0Qo6MoyvSWAyoGsdeIIdE3coqykqImevb7Pc6NlGWFMdI1Mcaw2+3I85ymlSnqoirnosNaQwBOk+r1V8VvHUuHw0F1SGDSck0fu/cAzpvA/Y/NX3lUQYIkKa9fv8H1A8+fP6OuFlIJWSE7nS3PyPMClOju6JgmfgzkEYq+4vHTx8Tgubtdsdtv+fzzX/HFy1dkWcEnn3yTk9NTYlR8//s/YLPZ8OzZx1xeXkkVndpLy+WKPC/ELHBGdaZfzAt2SnomhGbeWNL7Ht2QNFQiWoU0kizj8SCbk9ZC+JJFEAlhxA8+Hb6iyqm0pR89i7JKD5WQJYuiSErAUg1ak5HZnN1mi6+cPCjp5iujWKxWrE9OefHyV+z2e/EHMwOr9Zn8/K8J4ZlmoyY4PEYYRuk3a6Vomy3b7S2PHj3nB5/+Cd/54T/FVKcEq2eOiuiSRJSRipMopE65up4QhdswT5Dc444dNubpfoYQ5/ssfo5KKjKTYSJkBLweCcrhoyePA1qB0QXWFMILURHnexEeTAiW1garpRr2waNUkGQHaXMqZeW1B4W1JYVdUGZrSrsiszVRK1E/BWyU9xMI4D1aG66ePef86jFvP/85PnTUVYHvRTW3KCu6MbDf77m7u+Ps6iPado/WCcnQU5tkvjGHluOXYtrElVIJmZoOuvkhlut5vw76IBHSHqNVQiWmJI1Di3KaVJJFMSEwQvT0QQoS59ysmu4THwKYxQfHrmccHTfvr3GfOClajJW1EmVCM8SAUSYdSPIqBICaruNE9E7KRalwjAT6tkGMZg+yBSJ9oDGmSO3mVBjNJHo/34eJY3bw65M1e2BlpTV4tA+L/CnzfjYZdRqdIVINX4Zn0vcFBLmL6KgPhqBMZ8I/fNe/vLdMnB99WD4ffN18OYau4fb6HSEEyrKmqmu6vp8L2SLPWaSR8mEQWQgFlGWJUTqhxIp909C0Il0w5pno8nhP23eMXnS7tBEriX4c2W625Daj78Ns55DlWUJ35Dzpe+F7LRcLIiShTJk6mtZpZuVrJwuHIpcJJu89GtApUQJBRX0/Mg4tY99RZIaz0yVVXjP0O5yRRKouDe3Y88vP37BpHCMF0WnqzLCoS9ZFic4UMTNElbFvR3Q24ONkvO0xSkxYpyQyy6S9d3t7R4xgdGQYOrpmj800y+Uy8V97lDao3U66FEazWFQUxSkgysshyNARkBLUCptl5KXoFE2SAF3ToBD7kK8K9XVU+A/xEA/xEA/xEA/xEP8948OzDR/iIR7iIR7iIR7iIf47x0PC8xAP8RAP8RAP8RC/9/GQ8DzEQzzEQzzEQzzE7308JDwP8RAP8RAP8RAP8XsfDwnPQzzEQzzEQzzEQ/zex0PC8xAP8RAP8RAP8RC/9/H/AUx2t3tKUYqMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x360 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 采用加载的模型（new_model）来看预测结果\n",
    "\n",
    "plt.figure(figsize=(10, 5))  # 图形的宽为10高为5\n",
    "plt.suptitle(\"微信公众号：K同学啊\")\n",
    "\n",
    "for images, labels in val_ds.take(1):\n",
    "    for i in range(8):\n",
    "        ax = plt.subplot(2, 4, i + 1)  \n",
    "        \n",
    "        # 显示图片\n",
    "        plt.imshow(images[i].numpy().astype(\"uint8\"))\n",
    "        \n",
    "        # 需要给图片增加一个维度\n",
    "        img_array = tf.expand_dims(images[i], 0) \n",
    "        \n",
    "        # 使用模型预测图片中的人物\n",
    "        predictions = new_model.predict(img_array)\n",
    "        plt.title(class_names[np.argmax(predictions)])\n",
    "\n",
    "        plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
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   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**需要数据的同学可以在评论中留下邮箱**，若时间久远可在文章左侧（电脑端可看）或者留言处寻找我的联系方式，如果觉得本文对你有帮助记得 **点个关注，给个赞，加个收藏**"
   ]
  }
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